In [1]:

import pandas as pd
import pandas_profiling
import numpy as np
df=pd.read_csv("../../data/train.csv")
pandas_profiling.ProfileReport(df)

Out[1]:

Overview

Dataset info

Number of variables	371
Number of observations	76020
Total Missing (%)	0.0%
Total size in memory	215.8 MiB
Average record size in memory	2.9 KiB

Variables types

Numeric	171
Categorical	0
Date	0
Text (Unique)	0
Rejected	200

Warnings

TARGET has 73012 / 96.0% zeros
delta_imp_amort_var18_1y3 is highly correlated with num_var18 (ρ = 1) Rejected
delta_imp_amort_var34_1y3 is highly correlated with saldo_var34 (ρ = 0.92468) Rejected
delta_imp_aport_var13_1y3 has 73948 / 97.3% zeros
delta_imp_aport_var17_1y3 is highly skewed (γ1 = 44.117)
delta_imp_aport_var17_1y3 has 75960 / 99.9% zeros
delta_imp_aport_var33_1y3 is highly skewed (γ1 = 275.72)
delta_imp_aport_var33_1y3 has 75996 / 100.0% zeros
delta_imp_compra_var44_1y3 is highly skewed (γ1 = 32.91)
delta_imp_compra_var44_1y3 has 75918 / 99.9% zeros
delta_imp_reemb_var13_1y3 is highly skewed (γ1 = 44.695)
delta_imp_reemb_var13_1y3 has 75982 / 100.0% zeros
delta_imp_reemb_var17_1y3 is highly skewed (γ1 = 61.629)
delta_imp_reemb_var17_1y3 has 75999 / 100.0% zeros
delta_imp_reemb_var33_1y3 is highly skewed (γ1 = 275.72)
delta_imp_reemb_var33_1y3 has 76019 / 100.0% zeros
delta_imp_trasp_var17_in_1y3 is highly skewed (γ1 = 137.85)
delta_imp_trasp_var17_in_1y3 has 76014 / 100.0% zeros
delta_imp_trasp_var17_out_1y3 is highly skewed (γ1 = 137.85)
delta_imp_trasp_var17_out_1y3 has 76016 / 100.0% zeros
delta_imp_trasp_var33_in_1y3 is highly skewed (γ1 = 123.29)
delta_imp_trasp_var33_in_1y3 has 76009 / 100.0% zeros
delta_imp_trasp_var33_out_1y3 is highly skewed (γ1 = 275.72)
delta_imp_trasp_var33_out_1y3 has 76019 / 100.0% zeros
delta_imp_venta_var44_1y3 is highly skewed (γ1 = 42.51)
delta_imp_venta_var44_1y3 has 75975 / 99.9% zeros
delta_num_aport_var13_1y3 is highly correlated with delta_imp_aport_var13_1y3 (ρ = 1) Rejected
delta_num_aport_var17_1y3 is highly correlated with delta_imp_aport_var17_1y3 (ρ = 1) Rejected
delta_num_aport_var33_1y3 is highly correlated with delta_imp_aport_var33_1y3 (ρ = 1) Rejected
delta_num_compra_var44_1y3 is highly correlated with delta_imp_compra_var44_1y3 (ρ = 1) Rejected
delta_num_reemb_var13_1y3 is highly correlated with delta_imp_reemb_var13_1y3 (ρ = 1) Rejected
delta_num_reemb_var17_1y3 is highly correlated with delta_imp_reemb_var17_1y3 (ρ = 1) Rejected
delta_num_reemb_var33_1y3 is highly correlated with delta_imp_reemb_var33_1y3 (ρ = 1) Rejected
delta_num_trasp_var17_in_1y3 is highly correlated with delta_imp_trasp_var17_in_1y3 (ρ = 1) Rejected
delta_num_trasp_var17_out_1y3 is highly correlated with delta_imp_trasp_var17_out_1y3 (ρ = 1) Rejected
delta_num_trasp_var33_in_1y3 is highly correlated with delta_imp_trasp_var33_in_1y3 (ρ = 1) Rejected
delta_num_trasp_var33_out_1y3 is highly correlated with delta_imp_trasp_var33_out_1y3 (ρ = 1) Rejected
delta_num_venta_var44_1y3 is highly correlated with delta_imp_venta_var44_1y3 (ρ = 1) Rejected
imp_amort_var18_hace3 has constant value 0 Rejected
imp_amort_var18_ult1 is highly correlated with saldo_var18 (ρ = 0.9998) Rejected
imp_amort_var34_hace3 has constant value 0 Rejected
imp_amort_var34_ult1 is highly correlated with saldo_var34 (ρ = 0.98908) Rejected
imp_aport_var13_hace3 has 74314 / 97.8% zeros
imp_aport_var13_ult1 is highly skewed (γ1 = 23.906)
imp_aport_var13_ult1 has 75619 / 99.5% zeros
imp_aport_var17_hace3 is highly correlated with saldo_var31 (ρ = 0.95585) Rejected
imp_aport_var17_ult1 is highly skewed (γ1 = 123.53)
imp_aport_var17_ult1 has 75976 / 99.9% zeros
imp_aport_var33_hace3 is highly skewed (γ1 = 99.429)
imp_aport_var33_hace3 has 75997 / 100.0% zeros
imp_aport_var33_ult1 is highly skewed (γ1 = 160.27)
imp_aport_var33_ult1 has 76013 / 100.0% zeros
imp_compra_var44_hace3 is highly skewed (γ1 = 124.56)
imp_compra_var44_hace3 has 75988 / 100.0% zeros
imp_compra_var44_ult1 is highly skewed (γ1 = 218.69)
imp_compra_var44_ult1 has 75936 / 99.9% zeros
imp_ent_var16_ult1 is highly skewed (γ1 = 67.268)
imp_ent_var16_ult1 has 72301 / 95.1% zeros
imp_op_var39_comer_ult1 has 66075 / 86.9% zeros
imp_op_var39_comer_ult3 has 64330 / 84.6% zeros
imp_op_var39_efect_ult1 is highly correlated with imp_op_var41_efect_ult1 (ρ = 0.99838) Rejected
imp_op_var39_efect_ult3 is highly correlated with imp_op_var41_efect_ult3 (ρ = 0.99927) Rejected
imp_op_var39_ult1 is highly correlated with imp_op_var41_ult1 (ρ = 0.9911) Rejected
imp_op_var40_comer_ult1 is highly skewed (γ1 = 45.835)
imp_op_var40_comer_ult1 has 75725 / 99.6% zeros
imp_op_var40_comer_ult3 is highly skewed (γ1 = 38.672)
imp_op_var40_comer_ult3 has 75672 / 99.5% zeros
imp_op_var40_efect_ult1 is highly skewed (γ1 = 149.53)
imp_op_var40_efect_ult1 has 75982 / 100.0% zeros
imp_op_var40_efect_ult3 is highly skewed (γ1 = 112.95)
imp_op_var40_efect_ult3 has 75975 / 99.9% zeros
imp_op_var40_ult1 is highly skewed (γ1 = 52.578)
imp_op_var40_ult1 has 75791 / 99.7% zeros
imp_op_var41_comer_ult1 is highly correlated with imp_op_var39_comer_ult1 (ρ = 0.96178) Rejected
imp_op_var41_comer_ult3 is highly correlated with imp_op_var39_comer_ult3 (ρ = 0.95984) Rejected
imp_op_var41_efect_ult1 is highly skewed (γ1 = 36.667)
imp_op_var41_efect_ult1 has 69336 / 91.2% zeros
imp_op_var41_efect_ult3 is highly skewed (γ1 = 61.995)
imp_op_var41_efect_ult3 has 67372 / 88.6% zeros
imp_op_var41_ult1 is highly skewed (γ1 = 20.997)
imp_op_var41_ult1 has 64388 / 84.7% zeros
imp_reemb_var13_hace3 has constant value 0 Rejected
imp_reemb_var13_ult1 is highly skewed (γ1 = 91.935)
imp_reemb_var13_ult1 has 75982 / 100.0% zeros
imp_reemb_var17_hace3 is highly skewed (γ1 = 275.72)
imp_reemb_var17_hace3 has 76019 / 100.0% zeros
imp_reemb_var17_ult1 is highly skewed (γ1 = 116.69)
imp_reemb_var17_ult1 has 76000 / 100.0% zeros
imp_reemb_var33_hace3 has constant value 0 Rejected
imp_reemb_var33_ult1 is highly correlated with delta_num_reemb_var33_1y3 (ρ = 1) Rejected
imp_sal_var16_ult1 is highly skewed (γ1 = 181.05)
imp_sal_var16_ult1 has 75924 / 99.9% zeros
imp_trans_var37_ult1 is highly skewed (γ1 = 36.319)
imp_trans_var37_ult1 has 66190 / 87.1% zeros
imp_trasp_var17_in_hace3 is highly skewed (γ1 = 225.27)
imp_trasp_var17_in_hace3 has 76018 / 100.0% zeros
imp_trasp_var17_in_ult1 is highly skewed (γ1 = 245.25)
imp_trasp_var17_in_ult1 has 76016 / 100.0% zeros
imp_trasp_var17_out_hace3 has constant value 0 Rejected
imp_trasp_var17_out_ult1 is highly skewed (γ1 = 194.39)
imp_trasp_var17_out_ult1 has 76016 / 100.0% zeros
imp_trasp_var33_in_hace3 is highly skewed (γ1 = 122.85)
imp_trasp_var33_in_hace3 has 76014 / 100.0% zeros
imp_trasp_var33_in_ult1 is highly skewed (γ1 = 215.45)
imp_trasp_var33_in_ult1 has 76015 / 100.0% zeros
imp_trasp_var33_out_hace3 has constant value 0 Rejected
imp_trasp_var33_out_ult1 is highly correlated with delta_num_trasp_var33_out_1y3 (ρ = 1) Rejected
imp_var43_emit_ult1 is highly skewed (γ1 = 35.436)
imp_var43_emit_ult1 has 70958 / 93.3% zeros
imp_var7_emit_ult1 is highly skewed (γ1 = 244.22)
imp_var7_emit_ult1 has 76017 / 100.0% zeros
imp_var7_recib_ult1 is highly skewed (γ1 = 91.595)
imp_var7_recib_ult1 has 75815 / 99.7% zeros
imp_venta_var44_hace3 is highly skewed (γ1 = 238.7)
imp_venta_var44_hace3 has 76017 / 100.0% zeros
imp_venta_var44_ult1 is highly correlated with imp_compra_var44_ult1 (ρ = 0.97841) Rejected
ind_var1 has 75734 / 99.6% zeros
ind_var10_ult1 has 69872 / 91.9% zeros
ind_var10cte_ult1 is highly correlated with ind_var10_ult1 (ρ = 0.931) Rejected
ind_var12 has 72564 / 95.5% zeros
ind_var12_0 has 70887 / 93.2% zeros
ind_var13 is highly correlated with ind_var13_0 (ρ = 0.98584) Rejected
ind_var13_0 has 72048 / 94.8% zeros
ind_var13_corto is highly correlated with ind_var13_corto_0 (ρ = 0.9821) Rejected
ind_var13_corto_0 is highly correlated with ind_var13_0 (ρ = 0.90208) Rejected
ind_var13_largo is highly correlated with ind_var13_largo_0 (ρ = 0.99147) Rejected
ind_var13_largo_0 has 75247 / 99.0% zeros
ind_var13_medio is highly correlated with ind_var13_medio_0 (ρ = 1) Rejected
ind_var13_medio_0 is highly skewed (γ1 = 194.96)
ind_var13_medio_0 has 76018 / 100.0% zeros
ind_var14 has 75617 / 99.5% zeros
ind_var14_0 has 74222 / 97.6% zeros
ind_var17 is highly skewed (γ1 = 26.232)
ind_var17 has 75910 / 99.9% zeros
ind_var17_0 is highly skewed (γ1 = 23.493)
ind_var17_0 has 75883 / 99.8% zeros
ind_var18 is highly correlated with ind_var18_0 (ρ = 1) Rejected
ind_var18_0 is highly skewed (γ1 = 194.96)
ind_var18_0 has 76018 / 100.0% zeros
ind_var19 has 75701 / 99.6% zeros
ind_var1_0 has 75149 / 98.9% zeros
ind_var2 has constant value 0 Rejected
ind_var20 has 75815 / 99.7% zeros
ind_var20_0 has 75744 / 99.6% zeros
ind_var24 is highly correlated with ind_var24_0 (ρ = 0.94338) Rejected
ind_var24_0 has 72799 / 95.8% zeros
ind_var25 is highly correlated with ind_var25_0 (ρ = 1) Rejected
ind_var25_0 is highly correlated with ind_var26 (ρ = 0.979) Rejected
ind_var25_cte has 74011 / 97.4% zeros
ind_var26 is highly correlated with ind_var26_cte (ρ = 0.94412) Rejected
ind_var26_0 is highly correlated with ind_var25_cte (ρ = 0.92447) Rejected
ind_var26_cte is highly correlated with ind_var26_0 (ρ = 0.94412) Rejected
ind_var27 has constant value 0 Rejected
ind_var27_0 has constant value 0 Rejected
ind_var28 has constant value 0 Rejected
ind_var28_0 has constant value 0 Rejected
ind_var29 is highly correlated with ind_var6 (ρ = 1) Rejected
ind_var29_0 is highly correlated with ind_var6_0 (ρ = 1) Rejected
ind_var2_0 has constant value 0 Rejected
ind_var30 has 20310 / 26.7% zeros
ind_var31 is highly correlated with ind_var31_0 (ρ = 0.92625) Rejected
ind_var31_0 has 75695 / 99.6% zeros
ind_var32 is highly correlated with ind_var32_0 (ρ = 1) Rejected
ind_var32_0 is highly correlated with ind_var32_cte (ρ = 0.94403) Rejected
ind_var32_cte is highly skewed (γ1 = 28.694)
ind_var32_cte has 75928 / 99.9% zeros
ind_var33 is highly correlated with ind_var33_0 (ρ = 0.91761) Rejected
ind_var33_0 is highly skewed (γ1 = 36.479)
ind_var33_0 has 75963 / 99.9% zeros
ind_var34 is highly correlated with ind_var34_0 (ρ = 1) Rejected
ind_var34_0 is highly skewed (γ1 = 194.96)
ind_var34_0 has 76018 / 100.0% zeros
ind_var37 is highly correlated with ind_var37_0 (ρ = 1) Rejected
ind_var37_0 is highly correlated with ind_var37_cte (ρ = 0.9465) Rejected
ind_var37_cte has 70524 / 92.8% zeros
ind_var39 is highly correlated with ind_var40 (ρ = 1) Rejected
ind_var39_0 has 9065 / 11.9% zeros
ind_var40 is highly correlated with ind_var1 (ρ = 0.99472) Rejected
ind_var40_0 is highly correlated with ind_var1_0 (ρ = 0.99826) Rejected
ind_var41 has constant value 0 Rejected
ind_var41_0 is highly correlated with ind_var39_0 (ρ = 0.98956) Rejected
ind_var43_emit_ult1 has 70958 / 93.3% zeros
ind_var43_recib_ult1 has 66190 / 87.1% zeros
ind_var44 is highly correlated with ind_var44_0 (ρ = 0.9497) Rejected
ind_var44_0 is highly skewed (γ1 = 22.992)
ind_var44_0 has 75877 / 99.8% zeros
ind_var46 has constant value 0 Rejected
ind_var46_0 has constant value 0 Rejected
ind_var5 has 25561 / 33.6% zeros
ind_var5_0 has 3191 / 4.2% zeros
ind_var6 is highly skewed (γ1 = 194.96)
ind_var6 has 76018 / 100.0% zeros
ind_var6_0 is highly skewed (γ1 = 97.467)
ind_var6_0 has 76012 / 100.0% zeros
ind_var7_emit_ult1 is highly skewed (γ1 = 159.18)
ind_var7_emit_ult1 has 76017 / 100.0% zeros
ind_var7_recib_ult1 has 75815 / 99.7% zeros
ind_var8 is highly correlated with ind_var8_0 (ρ = 0.93123) Rejected
ind_var8_0 has 73524 / 96.7% zeros
ind_var9_cte_ult1 is highly correlated with ind_var10cte_ult1 (ρ = 0.97286) Rejected
ind_var9_ult1 is highly correlated with ind_var9_cte_ult1 (ρ = 0.93608) Rejected
num_aport_var13_hace3 has 74314 / 97.8% zeros
num_aport_var13_ult1 is highly skewed (γ1 = 34.85)
num_aport_var13_ult1 has 75619 / 99.5% zeros
num_aport_var17_hace3 is highly skewed (γ1 = 85.757)
num_aport_var17_hace3 has 75998 / 100.0% zeros
num_aport_var17_ult1 is highly skewed (γ1 = 72.414)
num_aport_var17_ult1 has 75976 / 99.9% zeros
num_aport_var33_hace3 is highly skewed (γ1 = 97.663)
num_aport_var33_hace3 has 75997 / 100.0% zeros
num_aport_var33_ult1 is highly skewed (γ1 = 122.06)
num_aport_var33_ult1 has 76013 / 100.0% zeros
num_compra_var44_hace3 is highly skewed (γ1 = 63.058)
num_compra_var44_hace3 has 75988 / 100.0% zeros
num_compra_var44_ult1 is highly skewed (γ1 = 67.127)
num_compra_var44_ult1 has 75936 / 99.9% zeros
num_ent_var16_ult1 has 72301 / 95.1% zeros
num_med_var22_ult3 is highly correlated with num_var22_ult3 (ρ = 0.9484) Rejected
num_med_var45_ult3 has 51408 / 67.6% zeros
num_meses_var12_ult3 is highly correlated with num_var12 (ρ = 0.94489) Rejected
num_meses_var13_corto_ult3 is highly correlated with num_var13_corto (ρ = 0.95625) Rejected
num_meses_var13_largo_ult3 has 75477 / 99.3% zeros
num_meses_var13_medio_ult3 is highly correlated with num_var13_medio (ρ = 1) Rejected
num_meses_var17_ult3 is highly correlated with ind_var17 (ρ = 0.90774) Rejected
num_meses_var29_ult3 is highly skewed (γ1 = 136.84)
num_meses_var29_ult3 has 76015 / 100.0% zeros
num_meses_var33_ult3 is highly correlated with num_var33 (ρ = 0.9284) Rejected
num_meses_var39_vig_ult3 has 10164 / 13.4% zeros
num_meses_var44_ult3 is highly correlated with num_var44_0 (ρ = 0.93529) Rejected
num_meses_var5_ult3 is highly correlated with num_var5 (ρ = 0.90327) Rejected
num_meses_var8_ult3 is highly correlated with num_var8 (ρ = 0.91753) Rejected
num_op_var39_comer_ult1 is highly correlated with num_op_var39_ult1 (ρ = 0.93172) Rejected
num_op_var39_comer_ult3 is highly correlated with num_op_var39_comer_ult1 (ρ = 0.9177) Rejected
num_op_var39_efect_ult1 is highly correlated with num_op_var41_efect_ult3 (ρ = 0.90216) Rejected
num_op_var39_efect_ult3 is highly correlated with num_op_var39_efect_ult1 (ρ = 0.90325) Rejected
num_op_var39_hace2 is highly correlated with num_op_var41_hace2 (ρ = 0.9926) Rejected
num_op_var39_hace3 is highly correlated with num_op_var41_hace3 (ρ = 0.98912) Rejected
num_op_var39_ult1 is highly correlated with num_op_var41_ult3 (ρ = 0.92252) Rejected
num_op_var39_ult3 is highly correlated with num_op_var39_ult1 (ρ = 0.93546) Rejected
num_op_var40_comer_ult1 is highly skewed (γ1 = 55.374)
num_op_var40_comer_ult1 has 75725 / 99.6% zeros
num_op_var40_comer_ult3 is highly correlated with num_op_var40_comer_ult1 (ρ = 0.90001) Rejected
num_op_var40_efect_ult1 is highly skewed (γ1 = 101.23)
num_op_var40_efect_ult1 has 75982 / 100.0% zeros
num_op_var40_efect_ult3 is highly skewed (γ1 = 83.761)
num_op_var40_efect_ult3 has 75975 / 99.9% zeros
num_op_var40_hace2 is highly skewed (γ1 = 78.209)
num_op_var40_hace2 has 75918 / 99.9% zeros
num_op_var40_hace3 is highly skewed (γ1 = 249.06)
num_op_var40_hace3 has 76013 / 100.0% zeros
num_op_var40_ult1 is highly skewed (γ1 = 67.99)
num_op_var40_ult1 has 75791 / 99.7% zeros
num_op_var40_ult3 is highly correlated with num_op_var40_ult1 (ρ = 0.95596) Rejected
num_op_var41_comer_ult1 is highly correlated with num_op_var39_comer_ult1 (ρ = 0.97352) Rejected
num_op_var41_comer_ult3 is highly correlated with num_op_var41_comer_ult1 (ρ = 0.91944) Rejected
num_op_var41_efect_ult1 has 69336 / 91.2% zeros
num_op_var41_efect_ult3 is highly correlated with num_op_var41_efect_ult1 (ρ = 0.90325) Rejected
num_op_var41_hace2 has 67679 / 89.0% zeros
num_op_var41_hace3 is highly skewed (γ1 = 25.824)
num_op_var41_hace3 has 75044 / 98.7% zeros
num_op_var41_ult1 has 64388 / 84.7% zeros
num_op_var41_ult3 is highly correlated with num_op_var41_ult1 (ρ = 0.93425) Rejected
num_reemb_var13_hace3 has constant value 0 Rejected
num_reemb_var13_ult1 is highly correlated with delta_num_reemb_var13_1y3 (ρ = 1) Rejected
num_reemb_var17_hace3 is highly correlated with imp_reemb_var17_hace3 (ρ = 1) Rejected
num_reemb_var17_ult1 is highly skewed (γ1 = 149.27)
num_reemb_var17_ult1 has 76000 / 100.0% zeros
num_reemb_var33_hace3 has constant value 0 Rejected
num_reemb_var33_ult1 is highly correlated with imp_reemb_var33_ult1 (ρ = 1) Rejected
num_sal_var16_ult1 is highly skewed (γ1 = 42.773)
num_sal_var16_ult1 has 75924 / 99.9% zeros
num_trasp_var11_ult1 is highly skewed (γ1 = 23.013)
num_trasp_var11_ult1 has 74384 / 97.8% zeros
num_trasp_var17_in_hace3 is highly correlated with imp_trasp_var17_in_hace3 (ρ = 0.99975) Rejected
num_trasp_var17_in_ult1 is highly correlated with delta_num_trasp_var17_in_1y3 (ρ = 1) Rejected
num_trasp_var17_out_hace3 has constant value 0 Rejected
num_trasp_var17_out_ult1 is highly correlated with delta_num_trasp_var17_out_1y3 (ρ = 1) Rejected
num_trasp_var33_in_hace3 is highly correlated with imp_trasp_var33_in_hace3 (ρ = 0.96972) Rejected
num_trasp_var33_in_ult1 is highly correlated with delta_num_trasp_var33_in_1y3 (ρ = 0.94868) Rejected
num_trasp_var33_out_hace3 has constant value 0 Rejected
num_trasp_var33_out_ult1 is highly correlated with imp_trasp_var33_out_ult1 (ρ = 1) Rejected
num_var1 is highly correlated with ind_var39 (ρ = 0.99304) Rejected
num_var12 is highly correlated with ind_var24 (ρ = 0.90353) Rejected
num_var12_0 is highly skewed (γ1 = 28.073)
num_var12_0 has 70887 / 93.2% zeros
num_var13 is highly correlated with num_var13_0 (ρ = 0.97792) Rejected
num_var13_0 is highly correlated with ind_var13 (ρ = 0.94574) Rejected
num_var13_corto is highly correlated with num_var13_corto_0 (ρ = 0.97678) Rejected
num_var13_corto_0 is highly correlated with ind_var13_corto (ρ = 0.97648) Rejected
num_var13_largo is highly correlated with num_var13_largo_0 (ρ = 0.97917) Rejected
num_var13_largo_0 is highly correlated with ind_var13_largo (ρ = 0.90496) Rejected
num_var13_medio is highly correlated with num_var13_medio_0 (ρ = 1) Rejected
num_var13_medio_0 is highly correlated with ind_var13_medio (ρ = 1) Rejected
num_var14 is highly correlated with ind_var14 (ρ = 0.98588) Rejected
num_var14_0 is highly skewed (γ1 = 81.541)
num_var14_0 has 74222 / 97.6% zeros
num_var17 is highly skewed (γ1 = 46.416)
num_var17 has 75910 / 99.9% zeros
num_var17_0 is highly skewed (γ1 = 47.384)
num_var17_0 has 75883 / 99.8% zeros
num_var18 is highly correlated with num_var18_0 (ρ = 1) Rejected
num_var18_0 is highly correlated with ind_var18 (ρ = 1) Rejected
num_var1_0 is highly correlated with ind_var40_0 (ρ = 0.99711) Rejected
num_var20 is highly correlated with ind_var20 (ρ = 1) Rejected
num_var20_0 is highly correlated with ind_var20_0 (ρ = 1) Rejected
num_var22_hace2 has 60541 / 79.6% zeros
num_var22_hace3 has 61880 / 81.4% zeros
num_var22_ult1 has 67953 / 89.4% zeros
num_var22_ult3 has 49954 / 65.7% zeros
num_var24 is highly correlated with num_var24_0 (ρ = 0.94198) Rejected
num_var24_0 is highly correlated with ind_var24 (ρ = 0.94148) Rejected
num_var25 is highly correlated with num_var25_0 (ρ = 1) Rejected
num_var25_0 is highly correlated with num_var26 (ρ = 0.97499) Rejected
num_var26 is highly correlated with num_var26_0 (ρ = 1) Rejected
num_var26_0 has 74147 / 97.5% zeros
num_var27 has constant value 0 Rejected
num_var27_0 has constant value 0 Rejected
num_var28 has constant value 0 Rejected
num_var28_0 has constant value 0 Rejected
num_var29 is highly correlated with num_var6 (ρ = 1) Rejected
num_var29_0 is highly correlated with num_var6_0 (ρ = 1) Rejected
num_var2_0_ult1 has constant value 0 Rejected
num_var2_ult1 has constant value 0 Rejected
num_var30 has 20310 / 26.7% zeros
num_var31 is highly skewed (γ1 = 34.384)
num_var31 has 75741 / 99.6% zeros
num_var31_0 is highly correlated with num_var17_0 (ρ = 0.91166) Rejected
num_var32 is highly correlated with num_var32_0 (ρ = 1) Rejected
num_var32_0 is highly correlated with ind_var32 (ρ = 0.91981) Rejected
num_var33 is highly correlated with num_var33_0 (ρ = 0.90493) Rejected
num_var33_0 is highly correlated with ind_var33_0 (ρ = 0.92298) Rejected
num_var34 is highly correlated with num_var34_0 (ρ = 1) Rejected
num_var34_0 is highly correlated with ind_var34 (ρ = 1) Rejected
num_var35 is highly correlated with num_var4 (ρ = 0.98313) Rejected
num_var37 is highly correlated with num_var37_0 (ρ = 1) Rejected
num_var37_0 is highly correlated with num_var37_med_ult2 (ρ = 0.92619) Rejected
num_var37_med_ult2 has 72452 / 95.3% zeros
num_var39 is highly correlated with num_var40 (ρ = 1) Rejected
num_var39_0 has 9065 / 11.9% zeros
num_var4 has 19528 / 25.7% zeros
num_var40 is highly correlated with num_var1 (ρ = 0.99304) Rejected
num_var40_0 is highly correlated with num_var1_0 (ρ = 0.99769) Rejected
num_var41 has constant value 0 Rejected
num_var41_0 is highly correlated with num_var39_0 (ρ = 0.95018) Rejected
num_var42 has 21908 / 28.8% zeros
num_var42_0 is highly correlated with num_var12_0 (ρ = 0.90809) Rejected
num_var43_emit_ult1 has 70958 / 93.3% zeros
num_var43_recib_ult1 has 66190 / 87.1% zeros
num_var44 is highly correlated with num_var44_0 (ρ = 0.94717) Rejected
num_var44_0 is highly correlated with ind_var44 (ρ = 0.94717) Rejected
num_var45_hace2 is highly correlated with num_med_var45_ult3 (ρ = 0.90812) Rejected
num_var45_hace3 has 50663 / 66.6% zeros
num_var45_ult1 has 54392 / 71.5% zeros
num_var45_ult3 is highly correlated with num_var45_hace2 (ρ = 0.90996) Rejected
num_var46 has constant value 0 Rejected
num_var46_0 has constant value 0 Rejected
num_var5 is highly correlated with ind_var5 (ρ = 0.99371) Rejected
num_var5_0 is highly correlated with ind_var5_0 (ρ = 0.92278) Rejected
num_var6 is highly correlated with ind_var29 (ρ = 1) Rejected
num_var6_0 is highly correlated with ind_var29_0 (ρ = 1) Rejected
num_var7_emit_ult1 is highly correlated with ind_var7_emit_ult1 (ρ = 1) Rejected
num_var7_recib_ult1 is highly skewed (γ1 = 36.793)
num_var7_recib_ult1 has 75815 / 99.7% zeros
num_var8 is highly correlated with num_var8_0 (ρ = 0.9311) Rejected
num_var8_0 is highly correlated with ind_var8 (ρ = 0.9311) Rejected
num_venta_var44_hace3 is highly correlated with imp_venta_var44_hace3 (ρ = 0.90763) Rejected
num_venta_var44_ult1 is highly skewed (γ1 = 93.224)
num_venta_var44_ult1 has 75976 / 99.9% zeros
saldo_medio_var12_hace2 is highly skewed (γ1 = 26.357)
saldo_medio_var12_hace2 has 73024 / 96.1% zeros
saldo_medio_var12_hace3 is highly skewed (γ1 = 28.711)
saldo_medio_var12_hace3 has 74734 / 98.3% zeros
saldo_medio_var12_ult1 is highly correlated with saldo_medio_var12_hace2 (ρ = 0.91687) Rejected
saldo_medio_var12_ult3 is highly correlated with saldo_medio_var12_ult1 (ρ = 0.98594) Rejected
saldo_medio_var13_corto_hace2 has 73047 / 96.1% zeros
saldo_medio_var13_corto_hace3 is highly skewed (γ1 = 20.953)
saldo_medio_var13_corto_hace3 has 74657 / 98.2% zeros
saldo_medio_var13_corto_ult1 is highly correlated with saldo_medio_var13_corto_hace2 (ρ = 0.91928) Rejected
saldo_medio_var13_corto_ult3 is highly correlated with saldo_medio_var13_corto_ult1 (ρ = 0.98837) Rejected
saldo_medio_var13_largo_hace2 is highly skewed (γ1 = 25.083)
saldo_medio_var13_largo_hace2 has 75532 / 99.4% zeros
saldo_medio_var13_largo_hace3 is highly skewed (γ1 = 53.563)
saldo_medio_var13_largo_hace3 has 75722 / 99.6% zeros
saldo_medio_var13_largo_ult1 is highly correlated with saldo_medio_var13_largo_hace2 (ρ = 0.91773) Rejected
saldo_medio_var13_largo_ult3 is highly correlated with saldo_medio_var13_largo_ult1 (ρ = 0.98706) Rejected
saldo_medio_var13_medio_hace2 is highly correlated with num_meses_var13_medio_ult3 (ρ = 0.98717) Rejected
saldo_medio_var13_medio_hace3 has constant value 0 Rejected
saldo_medio_var13_medio_ult1 is highly correlated with saldo_medio_var13_medio_hace2 (ρ = 0.94487) Rejected
saldo_medio_var13_medio_ult3 is highly correlated with saldo_medio_var13_medio_ult1 (ρ = 0.99701) Rejected
saldo_medio_var17_hace2 is highly correlated with imp_aport_var17_hace3 (ρ = 0.99594) Rejected
saldo_medio_var17_hace3 is highly correlated with saldo_medio_var17_hace2 (ρ = 0.99366) Rejected
saldo_medio_var17_ult1 is highly correlated with saldo_medio_var17_hace3 (ρ = 0.97149) Rejected
saldo_medio_var17_ult3 is highly correlated with saldo_medio_var17_ult1 (ρ = 0.9973) Rejected
saldo_medio_var29_hace2 is highly skewed (γ1 = 224.55)
saldo_medio_var29_hace2 has 76016 / 100.0% zeros
saldo_medio_var29_hace3 is highly skewed (γ1 = 275.72)
saldo_medio_var29_hace3 has 76019 / 100.0% zeros
saldo_medio_var29_ult1 is highly correlated with saldo_var29 (ρ = 0.94144) Rejected
saldo_medio_var29_ult3 is highly correlated with saldo_medio_var29_ult1 (ρ = 0.95024) Rejected
saldo_medio_var33_hace2 is highly skewed (γ1 = 74.059)
saldo_medio_var33_hace2 has 75977 / 99.9% zeros
saldo_medio_var33_hace3 is highly skewed (γ1 = 120.88)
saldo_medio_var33_hace3 has 75996 / 100.0% zeros
saldo_medio_var33_ult1 is highly correlated with saldo_var33 (ρ = 0.99863) Rejected
saldo_medio_var33_ult3 is highly correlated with saldo_medio_var33_ult1 (ρ = 0.99203) Rejected
saldo_medio_var44_hace2 is highly skewed (γ1 = 151.92)
saldo_medio_var44_hace2 has 75921 / 99.9% zeros
saldo_medio_var44_hace3 is highly skewed (γ1 = 120.07)
saldo_medio_var44_hace3 has 75988 / 100.0% zeros
saldo_medio_var44_ult1 is highly correlated with saldo_var44 (ρ = 0.91022) Rejected
saldo_medio_var44_ult3 is highly correlated with saldo_medio_var44_ult1 (ρ = 0.96817) Rejected
saldo_medio_var5_hace2 is highly skewed (γ1 = 22.401)
saldo_medio_var5_hace2 has 23241 / 30.6% zeros
saldo_medio_var5_hace3 is highly skewed (γ1 = 70.032)
saldo_medio_var5_hace3 has 29637 / 39.0% zeros
saldo_medio_var5_ult1 is highly skewed (γ1 = 25.975)
saldo_medio_var5_ult1 has 24664 / 32.4% zeros
saldo_medio_var5_ult3 is highly skewed (γ1 = 26.621)
saldo_medio_var5_ult3 has 24664 / 32.4% zeros
saldo_medio_var8_hace2 is highly skewed (γ1 = 69.756)
saldo_medio_var8_hace2 has 74628 / 98.2% zeros
saldo_medio_var8_hace3 is highly skewed (γ1 = 106.21)
saldo_medio_var8_hace3 has 75536 / 99.4% zeros
saldo_medio_var8_ult1 is highly correlated with saldo_var8 (ρ = 0.92552) Rejected
saldo_medio_var8_ult3 is highly correlated with saldo_medio_var8_ult1 (ρ = 0.94698) Rejected
saldo_var1 is highly skewed (γ1 = 271.72)
saldo_var1 has 75734 / 99.6% zeros
saldo_var12 has 72564 / 95.5% zeros
saldo_var13 has 72154 / 94.9% zeros
saldo_var13_corto has 72867 / 95.9% zeros
saldo_var13_largo is highly skewed (γ1 = 22.53)
saldo_var13_largo has 75260 / 99.0% zeros
saldo_var13_medio is highly skewed (γ1 = 248.82)
saldo_var13_medio has 76018 / 100.0% zeros
saldo_var14 is highly skewed (γ1 = 93.593)
saldo_var14 has 75617 / 99.5% zeros
saldo_var17 is highly skewed (γ1 = 258.44)
saldo_var17 has 75910 / 99.9% zeros
saldo_var18 is highly correlated with saldo_var1 (ρ = 0.99986) Rejected
saldo_var20 is highly skewed (γ1 = 163.86)
saldo_var20 has 75815 / 99.7% zeros
saldo_var24 is highly correlated with saldo_var12 (ρ = 0.99693) Rejected
saldo_var25 is highly correlated with saldo_var26 (ρ = 0.98523) Rejected
saldo_var26 is highly skewed (γ1 = 30.322)
saldo_var26 has 74147 / 97.5% zeros
saldo_var27 has constant value 0 Rejected
saldo_var28 has constant value 0 Rejected
saldo_var29 is highly correlated with saldo_var6 (ρ = 1) Rejected
saldo_var2_ult1 has constant value 0 Rejected
saldo_var30 has 20310 / 26.7% zeros
saldo_var31 is highly correlated with saldo_var17 (ρ = 0.97402) Rejected
saldo_var32 is highly skewed (γ1 = 50.927)
saldo_var32 has 75938 / 99.9% zeros
saldo_var33 is highly skewed (γ1 = 106.97)
saldo_var33 has 75972 / 99.9% zeros
saldo_var34 is highly correlated with num_var34 (ρ = 0.92468) Rejected
saldo_var37 is highly skewed (γ1 = 70.206)
saldo_var37 has 71059 / 93.5% zeros
saldo_var40 is highly skewed (γ1 = 42.157)
saldo_var40 has 75737 / 99.6% zeros
saldo_var41 has constant value 0 Rejected
saldo_var42 is highly correlated with saldo_var24 (ρ = 0.97527) Rejected
saldo_var44 is highly skewed (γ1 = 98.928)
saldo_var44 has 75891 / 99.8% zeros
saldo_var46 has constant value 0 Rejected
saldo_var5 is highly skewed (γ1 = 26.986)
saldo_var5 has 25561 / 33.6% zeros
saldo_var6 is highly correlated with num_var29 (ρ = 0.97243) Rejected
saldo_var8 is highly skewed (γ1 = 53.51)
saldo_var8 has 73846 / 97.1% zeros
var21 is highly skewed (γ1 = 20.538)
var21 has 75152 / 98.9% zeros
var3 is highly skewed (γ1 = -25.542)
var38 is highly skewed (γ1 = 51.275)

Variables

ID
Numeric

Distinct count	76020
Unique (%)	100.0%
Missing (%)	0.0%
Missing (n)	0

Mean	75964
Minimum	1
Maximum	151838
Zeros (%)	0.0%

Quantile statistics

Minimum	1
5-th percentile	7632
Q1	38105
Median	76043
Q3	113750
95-th percentile	144220
Maximum	151838
Range	151837
Interquartile range	75644

Descriptive statistics

Standard deviation	43782
Coef of variation	0.57635
Kurtosis	-1.1976
Mean	75964
MAD	37919
Skewness	-0.0019975
Sum	5774787136
Variance	1916900000
Memory size	593.9 KiB

TARGET
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.039569
Minimum	0
Maximum	1
Zeros (%)	96.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.19494
Coef of variation	4.9268
Kurtosis	20.315
Mean	0.039569
MAD	0.076006
Skewness	4.7238
Sum	3008
Variance	0.038003
Memory size	593.9 KiB

~~delta_imp_amort_var18_1y3~~
Highly correlated

This variable is highly correlated with num_var18 and should be ignored for analysis

Correlation	1

~~delta_imp_amort_var34_1y3~~
Highly correlated

This variable is highly correlated with saldo_var34 and should be ignored for analysis

Correlation	0.92468

delta_imp_aport_var13_1y3
Numeric

Distinct count	27
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	48671000
Minimum	-1
Maximum	10000000000
Zeros (%)	97.3%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	10000000000
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	695950000
Coef of variation	14.299
Kurtosis	200.48
Mean	48671000
MAD	96869000
Skewness	14.229
Sum	3.7e+12
Variance	4.8435e+17
Memory size	593.9 KiB

delta_imp_aport_var17_1y3
Numeric

Distinct count	7
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	5130200
Minimum	-1
Maximum	10000000000
Zeros (%)	99.9%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	10000000000
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	226440000
Coef of variation	44.139
Kurtosis	1944.4
Mean	5130200
MAD	10255000
Skewness	44.117
Sum	3.9e+11
Variance	5.1277e+16
Memory size	593.9 KiB

delta_imp_aport_var33_1y3
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	131540
Minimum	-1
Maximum	10000000000
Zeros (%)	100.0%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	10000000000
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	36269000
Coef of variation	275.72
Kurtosis	76020
Mean	131540
MAD	263090
Skewness	275.72
Sum	10000000000
Variance	1.3154e+15
Memory size	593.9 KiB

delta_imp_compra_var44_1y3
Numeric

Distinct count	17
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	9208100
Minimum	-1
Maximum	10000000000
Zeros (%)	99.9%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	10000000000
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	303310000
Coef of variation	32.94
Kurtosis	1081.1
Mean	9208100
MAD	18399000
Skewness	32.91
Sum	7e+11
Variance	9.1997e+16
Memory size	593.9 KiB

delta_imp_reemb_var13_1y3
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	4998700
Minimum	0
Maximum	9999999999
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9999999999
Range	9999999999
Interquartile range	0

Descriptive statistics

Standard deviation	223520000
Coef of variation	44.716
Kurtosis	1995.7
Mean	4998700
MAD	9992400
Skewness	44.695
Sum	379999999962
Variance	4.9963e+16
Memory size	593.9 KiB

delta_imp_reemb_var17_1y3
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2630900
Minimum	-1
Maximum	9999999999
Zeros (%)	100.0%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9999999999
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	162180000
Coef of variation	61.645
Kurtosis	3796.3
Mean	2630900
MAD	5260400
Skewness	61.629
Sum	199999999979
Variance	2.6302e+16
Memory size	593.9 KiB

delta_imp_reemb_var33_1y3
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	131540
Minimum	0
Maximum	9999999999
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9999999999
Range	9999999999
Interquartile range	0

Descriptive statistics

Standard deviation	36269000
Coef of variation	275.72
Kurtosis	76020
Mean	131540
MAD	263090
Skewness	275.72
Sum	9999999999
Variance	1.3154e+15
Memory size	593.9 KiB

delta_imp_trasp_var17_in_1y3
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	526180
Minimum	-1
Maximum	9999999999
Zeros (%)	100.0%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9999999999
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	72537000
Coef of variation	137.86
Kurtosis	19001
Mean	526180
MAD	1052300
Skewness	137.85
Sum	39999999994
Variance	5.2616e+15
Memory size	593.9 KiB

delta_imp_trasp_var17_out_1y3
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	526180
Minimum	0
Maximum	9999999999
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9999999999
Range	9999999999
Interquartile range	0

Descriptive statistics

Standard deviation	72537000
Coef of variation	137.86
Kurtosis	19001
Mean	526180
MAD	1052300
Skewness	137.85
Sum	39999999996
Variance	5.2616e+15
Memory size	593.9 KiB

delta_imp_trasp_var33_in_1y3
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	657720
Minimum	-1
Maximum	9999999999
Zeros (%)	100.0%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9999999999
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	81098000
Coef of variation	123.3
Kurtosis	15200
Mean	657720
MAD	1315400
Skewness	123.29
Sum	49999999989
Variance	6.5769e+15
Memory size	593.9 KiB

delta_imp_trasp_var33_out_1y3
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	131540
Minimum	0
Maximum	9999999999
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9999999999
Range	9999999999
Interquartile range	0

Descriptive statistics

Standard deviation	36269000
Coef of variation	275.72
Kurtosis	76020
Mean	131540
MAD	263090
Skewness	275.72
Sum	9999999999
Variance	1.3154e+15
Memory size	593.9 KiB

delta_imp_venta_var44_1y3
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	5524900
Minimum	-1
Maximum	10000000000
Zeros (%)	99.9%

Quantile statistics

Minimum	-1
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	10000000000
Range	10000000000
Interquartile range	0

Descriptive statistics

Standard deviation	234990000
Coef of variation	42.533
Kurtosis	1805.1
Mean	5524900
MAD	11044000
Skewness	42.51
Sum	4.2e+11
Variance	5.5219e+16
Memory size	593.9 KiB

~~delta_num_aport_var13_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_aport_var13_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_aport_var17_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_aport_var17_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_aport_var33_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_aport_var33_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_compra_var44_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_compra_var44_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_reemb_var13_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_reemb_var13_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_reemb_var17_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_reemb_var17_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_reemb_var33_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_reemb_var33_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_trasp_var17_in_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_trasp_var17_in_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_trasp_var17_out_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_trasp_var17_out_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_trasp_var33_in_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_trasp_var33_in_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_trasp_var33_out_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_trasp_var33_out_1y3 and should be ignored for analysis

Correlation	1

~~delta_num_venta_var44_1y3~~
Highly correlated

This variable is highly correlated with delta_imp_venta_var44_1y3 and should be ignored for analysis

Correlation	1

~~imp_amort_var18_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~imp_amort_var18_ult1~~
Highly correlated

This variable is highly correlated with saldo_var18 and should be ignored for analysis

Correlation	0.9998

~~imp_amort_var34_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~imp_amort_var34_ult1~~
Highly correlated

This variable is highly correlated with saldo_var34 and should be ignored for analysis

Correlation	0.98908

imp_aport_var13_hace3
Numeric

Distinct count	425
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0

Mean	2823.9
Minimum	0
Maximum	840000
Zeros (%)	97.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	840000
Range	840000
Interquartile range	0

Descriptive statistics

Standard deviation	25334
Coef of variation	8.9713
Kurtosis	193.62
Mean	2823.9
MAD	5523.4
Skewness	12.46
Sum	214680000
Variance	641840000
Memory size	593.9 KiB

imp_aport_var13_ult1
Numeric

Distinct count	182
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

Mean	619.59
Minimum	0
Maximum	450000
Zeros (%)	99.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	450000
Range	450000
Interquartile range	0

Descriptive statistics

Standard deviation	11253
Coef of variation	18.162
Kurtosis	670.21
Mean	619.59
MAD	1232.7
Skewness	23.906
Sum	47101000
Variance	126630000
Memory size	593.9 KiB

~~imp_aport_var17_hace3~~
Highly correlated

This variable is highly correlated with saldo_var31 and should be ignored for analysis

Correlation	0.95585

imp_aport_var17_ult1
Numeric

Distinct count	42
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	31.105
Minimum	0
Maximum	432460
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	432460
Range	432460
Interquartile range	0

Descriptive statistics

Standard deviation	2457.1
Coef of variation	78.993
Kurtosis	17958
Mean	31.105
MAD	62.175
Skewness	123.53
Sum	2364600
Variance	6037300
Memory size	593.9 KiB

imp_aport_var33_hace3
Numeric

Distinct count	16
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.9858
Minimum	0
Maximum	36000
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	36000
Range	36000
Interquartile range	0

Descriptive statistics

Standard deviation	226.86
Coef of variation	75.981
Kurtosis	11902
Mean	2.9858
MAD	5.9698
Skewness	99.429
Sum	226980
Variance	51467
Memory size	593.9 KiB

imp_aport_var33_ult1
Numeric

Distinct count	6
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.048145
Minimum	0
Maximum	1260
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1260
Range	1260
Interquartile range	0

Descriptive statistics

Standard deviation	6.0227
Coef of variation	125.09
Kurtosis	29344
Mean	0.048145
MAD	0.096282
Skewness	160.27
Sum	3660
Variance	36.273
Memory size	593.9 KiB

imp_compra_var44_hace3
Numeric

Distinct count	33
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	13.965
Minimum	0
Maximum	210000
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	210000
Range	210000
Interquartile range	0

Descriptive statistics

Standard deviation	1151.5
Coef of variation	82.459
Kurtosis	18551
Mean	13.965
MAD	27.917
Skewness	124.56
Sum	1061600
Variance	1326000
Memory size	593.9 KiB

imp_compra_var44_ult1
Numeric

Distinct count	85
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	116.78
Minimum	0
Maximum	3410100
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	3410100
Range	3410100
Interquartile range	0

Descriptive statistics

Standard deviation	13620
Coef of variation	116.63
Kurtosis	52717
Mean	116.78
MAD	233.31
Skewness	218.69
Sum	8877800
Variance	185520000
Memory size	593.9 KiB

imp_ent_var16_ult1
Numeric

Distinct count	596
Unique (%)	0.8%
Missing (%)	0.0%
Missing (n)	0

Mean	86.208
Minimum	0
Maximum	210000
Zeros (%)	95.1%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	210000
Range	210000
Interquartile range	0

Descriptive statistics

Standard deviation	1614.8
Coef of variation	18.731
Kurtosis	6321.4
Mean	86.208
MAD	164.81
Skewness	67.268
Sum	6553600
Variance	2607400
Memory size	593.9 KiB

imp_op_var39_comer_ult1
Numeric

Distinct count	7551
Unique (%)	9.9%
Missing (%)	0.0%
Missing (n)	0

Mean	72.363
Minimum	0
Maximum	12888
Zeros (%)	86.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	436.41
Maximum	12888
Range	12888
Interquartile range	0

Descriptive statistics

Standard deviation	339.32
Coef of variation	4.6891
Kurtosis	145.4
Mean	72.363
MAD	127.92
Skewness	9.4543
Sum	5501000
Variance	115140
Memory size	593.9 KiB

imp_op_var39_comer_ult3
Numeric

Distinct count	9099
Unique (%)	12.0%
Missing (%)	0.0%
Missing (n)	0

Mean	119.53
Minimum	0
Maximum	21025
Zeros (%)	84.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	722.52
Maximum	21025
Range	21025
Interquartile range	0

Descriptive statistics

Standard deviation	546.27
Coef of variation	4.5701
Kurtosis	155.62
Mean	119.53
MAD	208.05
Skewness	9.7354
Sum	9086600
Variance	298410
Memory size	593.9 KiB

~~imp_op_var39_efect_ult1~~
Highly correlated

This variable is highly correlated with imp_op_var41_efect_ult1 and should be ignored for analysis

Correlation	0.99838

~~imp_op_var39_efect_ult3~~
Highly correlated

This variable is highly correlated with imp_op_var41_efect_ult3 and should be ignored for analysis

Correlation	0.99927

~~imp_op_var39_ult1~~
Highly correlated

This variable is highly correlated with imp_op_var41_ult1 and should be ignored for analysis

Correlation	0.9911

imp_op_var40_comer_ult1
Numeric

Distinct count	293
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

Mean	3.5591
Minimum	0
Maximum	8237.8
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	8237.8
Range	8237.8
Interquartile range	0

Descriptive statistics

Standard deviation	93.156
Coef of variation	26.174
Kurtosis	2787.7
Mean	3.5591
MAD	7.0906
Skewness	45.835
Sum	270570
Variance	8678
Memory size	593.9 KiB

imp_op_var40_comer_ult3
Numeric

Distinct count	346
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0

Mean	6.4727
Minimum	0
Maximum	11074
Zeros (%)	99.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	11074
Range	11074
Interquartile range	0

Descriptive statistics

Standard deviation	153.74
Coef of variation	23.752
Kurtosis	1883
Mean	6.4727
MAD	12.886
Skewness	38.672
Sum	492050
Variance	23635
Memory size	593.9 KiB

imp_op_var40_efect_ult1
Numeric

Distinct count	23
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.41295
Minimum	0
Maximum	6600
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	6600
Range	6600
Interquartile range	0

Descriptive statistics

Standard deviation	30.605
Coef of variation	74.113
Kurtosis	29339
Mean	0.41295
MAD	0.82548
Skewness	149.53
Sum	31392
Variance	936.66
Memory size	593.9 KiB

imp_op_var40_efect_ult3
Numeric

Distinct count	29
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.56735
Minimum	0
Maximum	6600
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	6600
Range	6600
Interquartile range	0

Descriptive statistics

Standard deviation	36.514
Coef of variation	64.358
Kurtosis	16749
Mean	0.56735
MAD	1.134
Skewness	112.95
Sum	43130
Variance	1333.2
Memory size	593.9 KiB

imp_op_var40_ult1
Numeric

Distinct count	224
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

Mean	3.1607
Minimum	0
Maximum	8237.8
Zeros (%)	99.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	8237.8
Range	8237.8
Interquartile range	0

Descriptive statistics

Standard deviation	95.268
Coef of variation	30.141
Kurtosis	3427.8
Mean	3.1607
MAD	6.3024
Skewness	52.578
Sum	240280
Variance	9076
Memory size	593.9 KiB

~~imp_op_var41_comer_ult1~~
Highly correlated

This variable is highly correlated with imp_op_var39_comer_ult1 and should be ignored for analysis

Correlation	0.96178

~~imp_op_var41_comer_ult3~~
Highly correlated

This variable is highly correlated with imp_op_var39_comer_ult3 and should be ignored for analysis

Correlation	0.95984

imp_op_var41_efect_ult1
Numeric

Distinct count	331
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

Mean	68.205
Minimum	0
Maximum	45990
Zeros (%)	91.2%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	300
Maximum	45990
Range	45990
Interquartile range	0

Descriptive statistics

Standard deviation	531.9
Coef of variation	7.7985
Kurtosis	2347.1
Mean	68.205
MAD	124.72
Skewness	36.667
Sum	5185000
Variance	282920
Memory size	593.9 KiB

imp_op_var41_efect_ult3
Numeric

Distinct count	454
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0

Mean	113.23
Minimum	0
Maximum	131100
Zeros (%)	88.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	510
Maximum	131100
Range	131100
Interquartile range	0

Descriptive statistics

Standard deviation	950.09
Coef of variation	8.3911
Kurtosis	6716.1
Mean	113.23
MAD	203.13
Skewness	61.995
Sum	8607400
Variance	902660
Memory size	593.9 KiB

imp_op_var41_ult1
Numeric

Distinct count	8032
Unique (%)	10.6%
Missing (%)	0.0%
Missing (n)	0

Mean	137.24
Minimum	0
Maximum	47598
Zeros (%)	84.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	852.39
Maximum	47598
Range	47598
Interquartile range	0

Descriptive statistics

Standard deviation	697.71
Coef of variation	5.0838
Kurtosis	943.62
Mean	137.24
MAD	238.63
Skewness	20.997
Sum	10433000
Variance	486800
Memory size	593.9 KiB

~~imp_reemb_var13_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

imp_reemb_var13_ult1
Numeric

Distinct count	33
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	46.18
Minimum	0
Maximum	450000
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	450000
Range	450000
Interquartile range	0

Descriptive statistics

Standard deviation	2859.7
Coef of variation	61.926
Kurtosis	10888
Mean	46.18
MAD	92.314
Skewness	91.935
Sum	3510600
Variance	8178100
Memory size	593.9 KiB

imp_reemb_var17_hace3
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.15821
Minimum	0
Maximum	12027
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	12027
Range	12027
Interquartile range	0

Descriptive statistics

Standard deviation	43.621
Coef of variation	275.72
Kurtosis	76020
Mean	0.15821
MAD	0.31642
Skewness	275.72
Sum	12027
Variance	1902.8
Memory size	593.9 KiB

imp_reemb_var17_ult1
Numeric

Distinct count	20
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	12.569
Minimum	0
Maximum	182130
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	182130
Range	182130
Interquartile range	0

Descriptive statistics

Standard deviation	1093.1
Coef of variation	86.968
Kurtosis	15780
Mean	12.569
MAD	25.132
Skewness	116.69
Sum	955530
Variance	1194900
Memory size	593.9 KiB

~~imp_reemb_var33_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~imp_reemb_var33_ult1~~
Highly correlated

This variable is highly correlated with delta_num_reemb_var33_1y3 and should be ignored for analysis

Correlation	1

imp_sal_var16_ult1
Numeric

Distinct count	66
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	5.4777
Minimum	0
Maximum	105000
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	105000
Range	105000
Interquartile range	0

Descriptive statistics

Standard deviation	465.39
Coef of variation	84.961
Kurtosis	37489
Mean	5.4777
MAD	10.942
Skewness	181.05
Sum	416410
Variance	216590
Memory size	593.9 KiB

imp_trans_var37_ult1
Numeric

Distinct count	3831
Unique (%)	5.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1933
Minimum	0
Maximum	2310000
Zeros (%)	87.1%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1800
Maximum	2310000
Range	2310000
Interquartile range	0

Descriptive statistics

Standard deviation	25356
Coef of variation	13.118
Kurtosis	2230
Mean	1933
MAD	3579
Skewness	36.319
Sum	146940000
Variance	642910000
Memory size	593.9 KiB

imp_trasp_var17_in_hace3
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.8748
Minimum	0
Maximum	96781
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	96781
Range	96781
Interquartile range	0

Descriptive statistics

Standard deviation	388.25
Coef of variation	207.09
Kurtosis	53327
Mean	1.8748
MAD	3.7495
Skewness	225.27
Sum	142520
Variance	150730
Memory size	593.9 KiB

imp_trasp_var17_in_ult1
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.5127
Minimum	0
Maximum	133730
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	133730
Range	133730
Interquartile range	0

Descriptive statistics

Standard deviation	508.97
Coef of variation	202.56
Kurtosis	63199
Mean	2.5127
MAD	5.0251
Skewness	245.25
Sum	191010
Variance	259050
Memory size	593.9 KiB

~~imp_trasp_var17_out_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

imp_trasp_var17_out_ult1
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.9136
Minimum	0
Maximum	69622
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	69622
Range	69622
Interquartile range	0

Descriptive statistics

Standard deviation	357.41
Coef of variation	186.77
Kurtosis	37855
Mean	1.9136
MAD	3.827
Skewness	194.39
Sum	145470
Variance	127740
Memory size	593.9 KiB

imp_trasp_var33_in_hace3
Numeric

Distinct count	7
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.7898
Minimum	0
Maximum	49581
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	49581
Range	49581
Interquartile range	0

Descriptive statistics

Standard deviation	323.81
Coef of variation	116.07
Kurtosis	15842
Mean	2.7898
MAD	5.5791
Skewness	122.85
Sum	212080
Variance	104860
Memory size	593.9 KiB

imp_trasp_var33_in_ult1
Numeric

Distinct count	6
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.3147
Minimum	0
Maximum	13207
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	13207
Range	13207
Interquartile range	0

Descriptive statistics

Standard deviation	53.408
Coef of variation	169.71
Kurtosis	50706
Mean	0.3147
MAD	0.62936
Skewness	215.45
Sum	23924
Variance	2852.4
Memory size	593.9 KiB

~~imp_trasp_var33_out_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~imp_trasp_var33_out_ult1~~
Highly correlated

This variable is highly correlated with delta_num_trasp_var33_out_1y3 and should be ignored for analysis

Correlation	1

imp_var43_emit_ult1
Numeric

Distinct count	2342
Unique (%)	3.1%
Missing (%)	0.0%
Missing (n)	0

Mean	854.12
Minimum	0
Maximum	1155000
Zeros (%)	93.3%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	300
Maximum	1155000
Range	1155000
Interquartile range	0

Descriptive statistics

Standard deviation	14256
Coef of variation	16.691
Kurtosis	1754.2
Mean	854.12
MAD	1626.1
Skewness	35.436
Sum	64930000
Variance	203230000
Memory size	593.9 KiB

imp_var7_emit_ult1
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.7215
Minimum	0
Maximum	145380
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	145380
Range	145380
Interquartile range	0

Descriptive statistics

Standard deviation	554.25
Coef of variation	203.66
Kurtosis	62789
Mean	2.7215
MAD	5.4427
Skewness	244.22
Sum	206880
Variance	307190
Memory size	593.9 KiB

imp_var7_recib_ult1
Numeric

Distinct count	184
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

Mean	127.7
Minimum	0
Maximum	1039300
Zeros (%)	99.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1039300
Range	1039300
Interquartile range	0

Descriptive statistics

Standard deviation	6369
Coef of variation	49.875
Kurtosis	11595
Mean	127.7
MAD	254.72
Skewness	91.595
Sum	9707600
Variance	40564000
Memory size	593.9 KiB

imp_venta_var44_hace3
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	3.7871
Minimum	0
Maximum	209830
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	209830
Range	209830
Interquartile range	0

Descriptive statistics

Standard deviation	811.98
Coef of variation	214.4
Kurtosis	59789
Mean	3.7871
MAD	7.574
Skewness	238.7
Sum	287900
Variance	659310
Memory size	593.9 KiB

~~imp_venta_var44_ult1~~
Highly correlated

This variable is highly correlated with imp_compra_var44_ult1 and should be ignored for analysis

Correlation	0.97841

ind_var1
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0037622
Minimum	0
Maximum	1
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.061221
Coef of variation	16.273
Kurtosis	260.83
Mean	0.0037622
MAD	0.007496
Skewness	16.212
Sum	286
Variance	0.0037481
Memory size	593.9 KiB

ind_var10_ult1
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.080873
Minimum	0
Maximum	1
Zeros (%)	91.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.27264
Coef of variation	3.3712
Kurtosis	7.4536
Mean	0.080873
MAD	0.14867
Skewness	3.0746
Sum	6148
Variance	0.074334
Memory size	593.9 KiB

~~ind_var10cte_ult1~~
Highly correlated

This variable is highly correlated with ind_var10_ult1 and should be ignored for analysis

Correlation	0.931

ind_var12
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.045462
Minimum	0
Maximum	1
Zeros (%)	95.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.20832
Coef of variation	4.5822
Kurtosis	17.045
Mean	0.045462
MAD	0.08679
Skewness	4.364
Sum	3456
Variance	0.043396
Memory size	593.9 KiB

ind_var12_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.067522
Minimum	0
Maximum	1
Zeros (%)	93.2%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.25092
Coef of variation	3.7162
Kurtosis	9.8832
Mean	0.067522
MAD	0.12593
Skewness	3.4472
Sum	5133
Variance	0.062963
Memory size	593.9 KiB

~~ind_var13~~
Highly correlated

This variable is highly correlated with ind_var13_0 and should be ignored for analysis

Correlation	0.98584

ind_var13_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.052249
Minimum	0
Maximum	1
Zeros (%)	94.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.22253
Coef of variation	4.259
Kurtosis	14.195
Mean	0.052249
MAD	0.099039
Skewness	4.0243
Sum	3972
Variance	0.04952
Memory size	593.9 KiB

~~ind_var13_corto~~
Highly correlated

This variable is highly correlated with ind_var13_corto_0 and should be ignored for analysis

Correlation	0.9821

~~ind_var13_corto_0~~
Highly correlated

This variable is highly correlated with ind_var13_0 and should be ignored for analysis

Correlation	0.90208

~~ind_var13_largo~~
Highly correlated

This variable is highly correlated with ind_var13_largo_0 and should be ignored for analysis

Correlation	0.99147

ind_var13_largo_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.010168
Minimum	0
Maximum	1
Zeros (%)	99.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.10033
Coef of variation	9.8664
Kurtosis	93.361
Mean	0.010168
MAD	0.02013
Skewness	9.7651
Sum	773
Variance	0.010065
Memory size	593.9 KiB

~~ind_var13_medio~~
Highly correlated

This variable is highly correlated with ind_var13_medio_0 and should be ignored for analysis

Correlation	1

ind_var13_medio_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.6309e-05
Minimum	0
Maximum	1
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.0051292
Coef of variation	194.96
Kurtosis	38007
Mean	2.6309e-05
MAD	5.2616e-05
Skewness	194.96
Sum	2
Variance	2.6309e-05
Memory size	593.9 KiB

ind_var14
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0053012
Minimum	0
Maximum	1
Zeros (%)	99.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.072617
Coef of variation	13.698
Kurtosis	183.65
Mean	0.0053012
MAD	0.010546
Skewness	13.625
Sum	403
Variance	0.0052732
Memory size	593.9 KiB

ind_var14_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.023652
Minimum	0
Maximum	1
Zeros (%)	97.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.15196
Coef of variation	6.425
Kurtosis	37.307
Mean	0.023652
MAD	0.046185
Skewness	6.2695
Sum	1798
Variance	0.023093
Memory size	593.9 KiB

ind_var17
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.001447
Minimum	0
Maximum	1
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.038012
Coef of variation	26.27
Kurtosis	686.14
Mean	0.001447
MAD	0.0028898
Skewness	26.232
Sum	110
Variance	0.0014449
Memory size	593.9 KiB

ind_var17_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0018022
Minimum	0
Maximum	1
Zeros (%)	99.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.042414
Coef of variation	23.535
Kurtosis	549.93
Mean	0.0018022
MAD	0.0035978
Skewness	23.493
Sum	137
Variance	0.0017989
Memory size	593.9 KiB

~~ind_var18~~
Highly correlated

This variable is highly correlated with ind_var18_0 and should be ignored for analysis

Correlation	1

ind_var18_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.6309e-05
Minimum	0
Maximum	1
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.0051292
Coef of variation	194.96
Kurtosis	38007
Mean	2.6309e-05
MAD	5.2616e-05
Skewness	194.96
Sum	2
Variance	2.6309e-05
Memory size	593.9 KiB

ind_var19
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0041963
Minimum	0
Maximum	1
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.064643
Coef of variation	15.405
Kurtosis	233.33
Mean	0.0041963
MAD	0.0083573
Skewness	15.34
Sum	319
Variance	0.0041787
Memory size	593.9 KiB

ind_var1_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.011458
Minimum	0
Maximum	1
Zeros (%)	98.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.10643
Coef of variation	9.2887
Kurtosis	82.296
Mean	0.011458
MAD	0.022652
Skewness	9.1812
Sum	871
Variance	0.011326
Memory size	593.9 KiB

~~ind_var2~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

ind_var20
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0026967
Minimum	0
Maximum	1
Zeros (%)	99.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.05186
Coef of variation	19.231
Kurtosis	365.86
Mean	0.0026967
MAD	0.0053788
Skewness	19.179
Sum	205
Variance	0.0026894
Memory size	593.9 KiB

ind_var20_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0036306
Minimum	0
Maximum	1
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.060146
Coef of variation	16.566
Kurtosis	270.46
Mean	0.0036306
MAD	0.0072349
Skewness	16.506
Sum	276
Variance	0.0036175
Memory size	593.9 KiB

~~ind_var24~~
Highly correlated

This variable is highly correlated with ind_var24_0 and should be ignored for analysis

Correlation	0.94338

ind_var24_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.04237
Minimum	0
Maximum	1
Zeros (%)	95.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.20143
Coef of variation	4.7541
Kurtosis	18.647
Mean	0.04237
MAD	0.08115
Skewness	4.5438
Sum	3221
Variance	0.040576
Memory size	593.9 KiB

~~ind_var25~~
Highly correlated

This variable is highly correlated with ind_var25_0 and should be ignored for analysis

Correlation	1

~~ind_var25_0~~
Highly correlated

This variable is highly correlated with ind_var26 and should be ignored for analysis

Correlation	0.979

ind_var25_cte
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.026427
Minimum	0
Maximum	1
Zeros (%)	97.4%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.1604
Coef of variation	6.0696
Kurtosis	32.869
Mean	0.026427
MAD	0.051458
Skewness	5.9049
Sum	2009
Variance	0.025729
Memory size	593.9 KiB

~~ind_var26~~
Highly correlated

This variable is highly correlated with ind_var26_cte and should be ignored for analysis

Correlation	0.94412

~~ind_var26_0~~
Highly correlated

This variable is highly correlated with ind_var25_cte and should be ignored for analysis

Correlation	0.92447

~~ind_var26_cte~~
Highly correlated

This variable is highly correlated with ind_var26_0 and should be ignored for analysis

Correlation	0.94412

~~ind_var27~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~ind_var27_0~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~ind_var28~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~ind_var28_0~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~ind_var29~~
Highly correlated

This variable is highly correlated with ind_var6 and should be ignored for analysis

Correlation	1

~~ind_var29_0~~
Highly correlated

This variable is highly correlated with ind_var6_0 and should be ignored for analysis

Correlation	1

~~ind_var2_0~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

ind_var30
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.73283
Minimum	0
Maximum	1
Zeros (%)	26.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	1

Descriptive statistics

Standard deviation	0.44248
Coef of variation	0.6038
Kurtosis	-0.89243
Mean	0.73283
MAD	0.39158
Skewness	-1.0524
Sum	55710
Variance	0.19579
Memory size	593.9 KiB

ind_var30_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.99549
Minimum	0
Maximum	1
Zeros (%)	0.5%

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
Median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.06702
Coef of variation	0.067324
Kurtosis	216.65
Mean	0.99549
MAD	0.0089832
Skewness	-14.787
Sum	75677
Variance	0.0044917
Memory size	593.9 KiB

~~ind_var31~~
Highly correlated

This variable is highly correlated with ind_var31_0 and should be ignored for analysis

Correlation	0.92625

ind_var31_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0042752
Minimum	0
Maximum	1
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.065245
Coef of variation	15.261
Kurtosis	228.93
Mean	0.0042752
MAD	0.0085138
Skewness	15.196
Sum	325
Variance	0.004257
Memory size	593.9 KiB

~~ind_var32~~
Highly correlated

This variable is highly correlated with ind_var32_0 and should be ignored for analysis

Correlation	1

~~ind_var32_0~~
Highly correlated

This variable is highly correlated with ind_var32_cte and should be ignored for analysis

Correlation	0.94403

ind_var32_cte
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0012102
Minimum	0
Maximum	1
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.034767
Coef of variation	28.728
Kurtosis	821.36
Mean	0.0012102
MAD	0.0024175
Skewness	28.694
Sum	92
Variance	0.0012088
Memory size	593.9 KiB

~~ind_var33~~
Highly correlated

This variable is highly correlated with ind_var33_0 and should be ignored for analysis

Correlation	0.91761

ind_var33_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0007498
Minimum	0
Maximum	1
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.027372
Coef of variation	36.506
Kurtosis	1328.8
Mean	0.0007498
MAD	0.0014985
Skewness	36.479
Sum	57
Variance	0.00074925
Memory size	593.9 KiB

~~ind_var34~~
Highly correlated

This variable is highly correlated with ind_var34_0 and should be ignored for analysis

Correlation	1

ind_var34_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.6309e-05
Minimum	0
Maximum	1
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.0051292
Coef of variation	194.96
Kurtosis	38007
Mean	2.6309e-05
MAD	5.2616e-05
Skewness	194.96
Sum	2
Variance	2.6309e-05
Memory size	593.9 KiB

~~ind_var37~~
Highly correlated

This variable is highly correlated with ind_var37_0 and should be ignored for analysis

Correlation	1

~~ind_var37_0~~
Highly correlated

This variable is highly correlated with ind_var37_cte and should be ignored for analysis

Correlation	0.9465

ind_var37_cte
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.072297
Minimum	0
Maximum	1
Zeros (%)	92.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.25898
Coef of variation	3.5822
Kurtosis	8.9105
Mean	0.072297
MAD	0.13414
Skewness	3.3031
Sum	5496
Variance	0.067071
Memory size	593.9 KiB

~~ind_var39~~
Highly correlated

This variable is highly correlated with ind_var40 and should be ignored for analysis

Correlation	1

ind_var39_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.88076
Minimum	0
Maximum	1
Zeros (%)	11.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.32408
Coef of variation	0.36796
Kurtosis	3.5218
Mean	0.88076
MAD	0.21005
Skewness	-2.3498
Sum	66955
Variance	0.10503
Memory size	593.9 KiB

~~ind_var40~~
Highly correlated

This variable is highly correlated with ind_var1 and should be ignored for analysis

Correlation	0.99472

~~ind_var40_0~~
Highly correlated

This variable is highly correlated with ind_var1_0 and should be ignored for analysis

Correlation	0.99826

~~ind_var41~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~ind_var41_0~~
Highly correlated

This variable is highly correlated with ind_var39_0 and should be ignored for analysis

Correlation	0.98956

ind_var43_emit_ult1
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.066588
Minimum	0
Maximum	1
Zeros (%)	93.3%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.24931
Coef of variation	3.7441
Kurtosis	10.09
Mean	0.066588
MAD	0.12431
Skewness	3.477
Sum	5062
Variance	0.062155
Memory size	593.9 KiB

ind_var43_recib_ult1
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.12931
Minimum	0
Maximum	1
Zeros (%)	87.1%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.33554
Coef of variation	2.5949
Kurtosis	2.8822
Mean	0.12931
MAD	0.22517
Skewness	2.2096
Sum	9830
Variance	0.11259
Memory size	593.9 KiB

~~ind_var44~~
Highly correlated

This variable is highly correlated with ind_var44_0 and should be ignored for analysis

Correlation	0.9497

ind_var44_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0018811
Minimum	0
Maximum	1
Zeros (%)	99.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.043331
Coef of variation	23.035
Kurtosis	526.64
Mean	0.0018811
MAD	0.0037551
Skewness	22.992
Sum	143
Variance	0.0018776
Memory size	593.9 KiB

~~ind_var46~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~ind_var46_0~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

ind_var5
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.66376
Minimum	0
Maximum	1
Zeros (%)	33.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	1

Descriptive statistics

Standard deviation	0.47243
Coef of variation	0.71174
Kurtosis	-1.5194
Mean	0.66376
MAD	0.44637
Skewness	-0.69329
Sum	50459
Variance	0.22319
Memory size	593.9 KiB

ind_var5_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.95802
Minimum	0
Maximum	1
Zeros (%)	4.2%

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
Median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.20054
Coef of variation	0.20932
Kurtosis	18.868
Mean	0.95802
MAD	0.080428
Skewness	-4.5681
Sum	72829
Variance	0.040214
Memory size	593.9 KiB

ind_var6
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.6309e-05
Minimum	0
Maximum	1
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.0051292
Coef of variation	194.96
Kurtosis	38007
Mean	2.6309e-05
MAD	5.2616e-05
Skewness	194.96
Sum	2
Variance	2.6309e-05
Memory size	593.9 KiB

ind_var6_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.00010524
Minimum	0
Maximum	1
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.010258
Coef of variation	97.476
Kurtosis	9498.1
Mean	0.00010524
MAD	0.00021045
Skewness	97.467
Sum	8
Variance	0.00010523
Memory size	593.9 KiB

ind_var7_emit_ult1
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	3.9463e-05
Minimum	0
Maximum	1
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.0062819
Coef of variation	159.18
Kurtosis	25337
Mean	3.9463e-05
MAD	7.8923e-05
Skewness	159.18
Sum	3
Variance	3.9462e-05
Memory size	593.9 KiB

ind_var7_recib_ult1
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0026967
Minimum	0
Maximum	1
Zeros (%)	99.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.05186
Coef of variation	19.231
Kurtosis	365.86
Mean	0.0026967
MAD	0.0053788
Skewness	19.179
Sum	205
Variance	0.0026894
Memory size	593.9 KiB

~~ind_var8~~
Highly correlated

This variable is highly correlated with ind_var8_0 and should be ignored for analysis

Correlation	0.93123

ind_var8_0
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.032833
Minimum	0
Maximum	1
Zeros (%)	96.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.1782
Coef of variation	5.4274
Kurtosis	25.492
Mean	0.032833
MAD	0.063511
Skewness	5.2433
Sum	2496
Variance	0.031756
Memory size	593.9 KiB

~~ind_var9_cte_ult1~~
Highly correlated

This variable is highly correlated with ind_var10cte_ult1 and should be ignored for analysis

Correlation	0.97286

~~ind_var9_ult1~~
Highly correlated

This variable is highly correlated with ind_var9_cte_ult1 and should be ignored for analysis

Correlation	0.93608

num_aport_var13_hace3
Numeric

Distinct count	8
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.075888
Minimum	0
Maximum	24
Zeros (%)	97.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	24
Range	24
Interquartile range	0

Descriptive statistics

Standard deviation	0.5525
Coef of variation	7.2805
Kurtosis	221.02
Mean	0.075888
MAD	0.14837
Skewness	11.154
Sum	5769
Variance	0.30526
Memory size	593.9 KiB

num_aport_var13_ult1
Numeric

Distinct count	7
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.017956
Minimum	0
Maximum	30
Zeros (%)	99.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	30
Range	30
Interquartile range	0

Descriptive statistics

Standard deviation	0.28876
Coef of variation	16.082
Kurtosis	2439.9
Mean	0.017956
MAD	0.035722
Skewness	34.85
Sum	1365
Variance	0.08338
Memory size	593.9 KiB

num_aport_var17_hace3
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0015391
Minimum	0
Maximum	12
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	12
Range	12
Interquartile range	0

Descriptive statistics

Standard deviation	0.10492
Coef of variation	68.171
Kurtosis	8407.6
Mean	0.0015391
MAD	0.0030772
Skewness	85.757
Sum	117
Variance	0.011008
Memory size	593.9 KiB

num_aport_var17_ult1
Numeric

Distinct count	8
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0033938
Minimum	0
Maximum	21
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	21
Range	21
Interquartile range	0

Descriptive statistics

Standard deviation	0.17406
Coef of variation	51.287
Kurtosis	6432.2
Mean	0.0033938
MAD	0.0067838
Skewness	72.414
Sum	258
Variance	0.030297
Memory size	593.9 KiB

num_aport_var33_hace3
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0010655
Minimum	0
Maximum	12
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	12
Range	12
Interquartile range	0

Descriptive statistics

Standard deviation	0.069663
Coef of variation	65.38
Kurtosis	13248
Mean	0.0010655
MAD	0.0021304
Skewness	97.663
Sum	81
Variance	0.0048529
Memory size	593.9 KiB

num_aport_var33_ult1
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.00031571
Minimum	0
Maximum	6
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	6
Range	6
Interquartile range	0

Descriptive statistics

Standard deviation	0.034407
Coef of variation	108.98
Kurtosis	16721
Mean	0.00031571
MAD	0.00063135
Skewness	122.06
Sum	24
Variance	0.0011838
Memory size	593.9 KiB

num_compra_var44_hace3
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0018548
Minimum	0
Maximum	9
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range	0

Descriptive statistics

Standard deviation	0.099111
Coef of variation	53.436
Kurtosis	4487
Mean	0.0018548
MAD	0.003708
Skewness	63.058
Sum	141
Variance	0.0098231
Memory size	593.9 KiB

num_compra_var44_ult1
Numeric

Distinct count	10
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0075375
Minimum	0
Maximum	39
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	39
Range	39
Interquartile range	0

Descriptive statistics

Standard deviation	0.31545
Coef of variation	41.851
Kurtosis	5737.2
Mean	0.0075375
MAD	0.015058
Skewness	67.127
Sum	573
Variance	0.09951
Memory size	593.9 KiB

num_ent_var16_ult1
Numeric

Distinct count	13
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.18796
Minimum	0
Maximum	60
Zeros (%)	95.1%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	60
Range	60
Interquartile range	0

Descriptive statistics

Standard deviation	0.99502
Coef of variation	5.2937
Kurtosis	331.7
Mean	0.18796
MAD	0.35754
Skewness	11.595
Sum	14289
Variance	0.99006
Memory size	593.9 KiB

~~num_med_var22_ult3~~
Highly correlated

This variable is highly correlated with num_var22_ult3 and should be ignored for analysis

Correlation	0.9484

num_med_var45_ult3
Numeric

Distinct count	71
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	4.0247
Minimum	0
Maximum	267
Zeros (%)	67.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	3
95-th percentile	21
Maximum	267
Range	267
Interquartile range	3

Descriptive statistics

Standard deviation	10.93
Coef of variation	2.7158
Kurtosis	72.797
Mean	4.0247
MAD	5.6659
Skewness	6.614
Sum	305955
Variance	119.47
Memory size	593.9 KiB

~~num_meses_var12_ult3~~
Highly correlated

This variable is highly correlated with num_var12 and should be ignored for analysis

Correlation	0.94489

~~num_meses_var13_corto_ult3~~
Highly correlated

This variable is highly correlated with num_var13_corto and should be ignored for analysis

Correlation	0.95625

num_meses_var13_largo_ult3
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.017403
Minimum	0
Maximum	3
Zeros (%)	99.3%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	3
Range	3
Interquartile range	0

Descriptive statistics

Standard deviation	0.21309
Coef of variation	12.244
Kurtosis	165.33
Mean	0.017403
MAD	0.034558
Skewness	12.744
Sum	1323
Variance	0.045409
Memory size	593.9 KiB

~~num_meses_var13_medio_ult3~~
Highly correlated

This variable is highly correlated with num_var13_medio and should be ignored for analysis

Correlation	1

~~num_meses_var17_ult3~~
Highly correlated

This variable is highly correlated with ind_var17 and should be ignored for analysis

Correlation	0.90774

num_meses_var29_ult3
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.00010524
Minimum	0
Maximum	2
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	2
Range	2
Interquartile range	0

Descriptive statistics

Standard deviation	0.01357
Coef of variation	128.95
Kurtosis	19389
Mean	0.00010524
MAD	0.00021046
Skewness	136.84
Sum	8
Variance	0.00018415
Memory size	593.9 KiB

~~num_meses_var33_ult3~~
Highly correlated

This variable is highly correlated with num_var33 and should be ignored for analysis

Correlation	0.9284

num_meses_var39_vig_ult3
Numeric

Distinct count	4
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.5928
Minimum	0
Maximum	3
Zeros (%)	13.4%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
Median	2
Q3	2
95-th percentile	2
Maximum	3
Range	3
Interquartile range	1

Descriptive statistics

Standard deviation	0.71965
Coef of variation	0.45182
Kurtosis	0.41504
Mean	1.5928
MAD	0.59706
Skewness	-1.3663
Sum	121084
Variance	0.5179
Memory size	593.9 KiB

~~num_meses_var44_ult3~~
Highly correlated

This variable is highly correlated with num_var44_0 and should be ignored for analysis

Correlation	0.93529

~~num_meses_var5_ult3~~
Highly correlated

This variable is highly correlated with num_var5 and should be ignored for analysis

Correlation	0.90327

~~num_meses_var8_ult3~~
Highly correlated

This variable is highly correlated with num_var8 and should be ignored for analysis

Correlation	0.91753

~~num_op_var39_comer_ult1~~
Highly correlated

This variable is highly correlated with num_op_var39_ult1 and should be ignored for analysis

Correlation	0.93172

~~num_op_var39_comer_ult3~~
Highly correlated

This variable is highly correlated with num_op_var39_comer_ult1 and should be ignored for analysis

Correlation	0.9177

~~num_op_var39_efect_ult1~~
Highly correlated

This variable is highly correlated with num_op_var41_efect_ult3 and should be ignored for analysis

Correlation	0.90216

~~num_op_var39_efect_ult3~~
Highly correlated

This variable is highly correlated with num_op_var39_efect_ult1 and should be ignored for analysis

Correlation	0.90325

~~num_op_var39_hace2~~
Highly correlated

This variable is highly correlated with num_op_var41_hace2 and should be ignored for analysis

Correlation	0.9926

~~num_op_var39_hace3~~
Highly correlated

This variable is highly correlated with num_op_var41_hace3 and should be ignored for analysis

Correlation	0.98912

~~num_op_var39_ult1~~
Highly correlated

This variable is highly correlated with num_op_var41_ult3 and should be ignored for analysis

Correlation	0.92252

~~num_op_var39_ult3~~
Highly correlated

This variable is highly correlated with num_op_var39_ult1 and should be ignored for analysis

Correlation	0.93546

num_op_var40_comer_ult1
Numeric

Distinct count	34
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.07498
Minimum	0
Maximum	210
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	210
Range	210
Interquartile range	0

Descriptive statistics

Standard deviation	2.0894
Coef of variation	27.866
Kurtosis	4156.7
Mean	0.07498
MAD	0.14938
Skewness	55.374
Sum	5700
Variance	4.3656
Memory size	593.9 KiB

~~num_op_var40_comer_ult3~~
Highly correlated

This variable is highly correlated with num_op_var40_comer_ult1 and should be ignored for analysis

Correlation	0.90001

num_op_var40_efect_ult1
Numeric

Distinct count	7
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0024862
Minimum	0
Maximum	24
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	24
Range	24
Interquartile range	0

Descriptive statistics

Standard deviation	0.14717
Coef of variation	59.196
Kurtosis	13353
Mean	0.0024862
MAD	0.0049699
Skewness	101.23
Sum	189
Variance	0.021659
Memory size	593.9 KiB

num_op_var40_efect_ult3
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0036701
Minimum	0
Maximum	24
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	24
Range	24
Interquartile range	0

Descriptive statistics

Standard deviation	0.20207
Coef of variation	55.058
Kurtosis	8395.1
Mean	0.0036701
MAD	0.0073358
Skewness	83.761
Sum	279
Variance	0.040832
Memory size	593.9 KiB

num_op_var40_hace2
Numeric

Distinct count	19
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.020245
Minimum	0
Maximum	117
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	117
Range	117
Interquartile range	0

Descriptive statistics

Standard deviation	0.89762
Coef of variation	44.338
Kurtosis	7701.5
Mean	0.020245
MAD	0.040435
Skewness	78.209
Sum	1539
Variance	0.80572
Memory size	593.9 KiB

num_op_var40_hace3
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.001026
Minimum	0
Maximum	48
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	48
Range	48
Interquartile range	0

Descriptive statistics

Standard deviation	0.18076
Coef of variation	176.17
Kurtosis	65517
Mean	0.001026
MAD	0.0020519
Skewness	249.06
Sum	78
Variance	0.032675
Memory size	593.9 KiB

num_op_var40_ult1
Numeric

Distinct count	30
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.057024
Minimum	0
Maximum	234
Zeros (%)	99.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	234
Range	234
Interquartile range	0

Descriptive statistics

Standard deviation	1.8274
Coef of variation	32.045
Kurtosis	6386.1
Mean	0.057024
MAD	0.11371
Skewness	67.99
Sum	4335
Variance	3.3393
Memory size	593.9 KiB

~~num_op_var40_ult3~~
Highly correlated

This variable is highly correlated with num_op_var40_ult1 and should be ignored for analysis

Correlation	0.95596

~~num_op_var41_comer_ult1~~
Highly correlated

This variable is highly correlated with num_op_var39_comer_ult1 and should be ignored for analysis

Correlation	0.97352

~~num_op_var41_comer_ult3~~
Highly correlated

This variable is highly correlated with num_op_var41_comer_ult1 and should be ignored for analysis

Correlation	0.91944

num_op_var41_efect_ult1
Numeric

Distinct count	25
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.71942
Minimum	0
Maximum	90
Zeros (%)	91.2%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	6
Maximum	90
Range	90
Interquartile range	0

Descriptive statistics

Standard deviation	3.211
Coef of variation	4.4633
Kurtosis	82.689
Mean	0.71942
MAD	1.3123
Skewness	7.4853
Sum	54690
Variance	10.311
Memory size	593.9 KiB

~~num_op_var41_efect_ult3~~
Highly correlated

This variable is highly correlated with num_op_var41_efect_ult1 and should be ignored for analysis

Correlation	0.90325

num_op_var41_hace2
Numeric

Distinct count	51
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	1.6011
Minimum	0
Maximum	249
Zeros (%)	89.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	9
Maximum	249
Range	249
Interquartile range	0

Descriptive statistics

Standard deviation	7.322
Coef of variation	4.573
Kurtosis	106.96
Mean	1.6011
MAD	2.8509
Skewness	8.3375
Sum	121719
Variance	53.612
Memory size	593.9 KiB

num_op_var41_hace3
Numeric

Distinct count	22
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.093923
Minimum	0
Maximum	81
Zeros (%)	98.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	81
Range	81
Interquartile range	0

Descriptive statistics

Standard deviation	1.2152
Coef of variation	12.938
Kurtosis	1002.7
Mean	0.093923
MAD	0.18543
Skewness	25.824
Sum	7140
Variance	1.4768
Memory size	593.9 KiB

num_op_var41_ult1
Numeric

Distinct count	68
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	2.8588
Minimum	0
Maximum	468
Zeros (%)	84.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	18
Maximum	468
Range	468
Interquartile range	0

Descriptive statistics

Standard deviation	10.886
Coef of variation	3.8079
Kurtosis	106.78
Mean	2.8588
MAD	4.8428
Skewness	7.4111
Sum	217329
Variance	118.51
Memory size	593.9 KiB

~~num_op_var41_ult3~~
Highly correlated

This variable is highly correlated with num_op_var41_ult1 and should be ignored for analysis

Correlation	0.93425

~~num_reemb_var13_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_reemb_var13_ult1~~
Highly correlated

This variable is highly correlated with delta_num_reemb_var13_1y3 and should be ignored for analysis

Correlation	1

~~num_reemb_var17_hace3~~
Highly correlated

This variable is highly correlated with imp_reemb_var17_hace3 and should be ignored for analysis

Correlation	1

num_reemb_var17_ult1
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0011839
Minimum	0
Maximum	21
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	21
Range	21
Interquartile range	0

Descriptive statistics

Standard deviation	0.098523
Coef of variation	83.219
Kurtosis	28604
Mean	0.0011839
MAD	0.0023672
Skewness	149.27
Sum	90
Variance	0.0097067
Memory size	593.9 KiB

~~num_reemb_var33_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_reemb_var33_ult1~~
Highly correlated

This variable is highly correlated with imp_reemb_var33_ult1 and should be ignored for analysis

Correlation	1

num_sal_var16_ult1
Numeric

Distinct count	6
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0049329
Minimum	0
Maximum	15
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	15
Range	15
Interquartile range	0

Descriptive statistics

Standard deviation	0.15495
Coef of variation	31.411
Kurtosis	2496.4
Mean	0.0049329
MAD	0.0098534
Skewness	42.773
Sum	375
Variance	0.024009
Memory size	593.9 KiB

num_trasp_var11_ult1
Numeric

Distinct count	18
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.12068
Minimum	0
Maximum	93
Zeros (%)	97.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	93
Range	93
Interquartile range	0

Descriptive statistics

Standard deviation	1.1721
Coef of variation	9.713
Kurtosis	970.12
Mean	0.12068
MAD	0.23616
Skewness	23.013
Sum	9174
Variance	1.3739
Memory size	593.9 KiB

~~num_trasp_var17_in_hace3~~
Highly correlated

This variable is highly correlated with imp_trasp_var17_in_hace3 and should be ignored for analysis

Correlation	0.99975

~~num_trasp_var17_in_ult1~~
Highly correlated

This variable is highly correlated with delta_num_trasp_var17_in_1y3 and should be ignored for analysis

Correlation	1

~~num_trasp_var17_out_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_trasp_var17_out_ult1~~
Highly correlated

This variable is highly correlated with delta_num_trasp_var17_out_1y3 and should be ignored for analysis

Correlation	1

~~num_trasp_var33_in_hace3~~
Highly correlated

This variable is highly correlated with imp_trasp_var33_in_hace3 and should be ignored for analysis

Correlation	0.96972

~~num_trasp_var33_in_ult1~~
Highly correlated

This variable is highly correlated with delta_num_trasp_var33_in_1y3 and should be ignored for analysis

Correlation	0.94868

~~num_trasp_var33_out_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_trasp_var33_out_ult1~~
Highly correlated

This variable is highly correlated with imp_trasp_var33_out_ult1 and should be ignored for analysis

Correlation	1

~~num_var1~~
Highly correlated

This variable is highly correlated with ind_var39 and should be ignored for analysis

Correlation	0.99304

~~num_var12~~
Highly correlated

This variable is highly correlated with ind_var24 and should be ignored for analysis

Correlation	0.90353

num_var12_0
Numeric

Distinct count	6
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.21125
Minimum	0
Maximum	111
Zeros (%)	93.2%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	3
Maximum	111
Range	111
Interquartile range	0

Descriptive statistics

Standard deviation	0.89024
Coef of variation	4.2142
Kurtosis	3164.3
Mean	0.21125
MAD	0.39397
Skewness	28.073
Sum	16059
Variance	0.79252
Memory size	593.9 KiB

~~num_var13~~
Highly correlated

This variable is highly correlated with num_var13_0 and should be ignored for analysis

Correlation	0.97792

~~num_var13_0~~
Highly correlated

This variable is highly correlated with ind_var13 and should be ignored for analysis

Correlation	0.94574

~~num_var13_corto~~
Highly correlated

This variable is highly correlated with num_var13_corto_0 and should be ignored for analysis

Correlation	0.97678

~~num_var13_corto_0~~
Highly correlated

This variable is highly correlated with ind_var13_corto and should be ignored for analysis

Correlation	0.97648

~~num_var13_largo~~
Highly correlated

This variable is highly correlated with num_var13_largo_0 and should be ignored for analysis

Correlation	0.97917

~~num_var13_largo_0~~
Highly correlated

This variable is highly correlated with ind_var13_largo and should be ignored for analysis

Correlation	0.90496

~~num_var13_medio~~
Highly correlated

This variable is highly correlated with num_var13_medio_0 and should be ignored for analysis

Correlation	1

~~num_var13_medio_0~~
Highly correlated

This variable is highly correlated with ind_var13_medio and should be ignored for analysis

Correlation	1

~~num_var14~~
Highly correlated

This variable is highly correlated with ind_var14 and should be ignored for analysis

Correlation	0.98588

num_var14_0
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.072691
Minimum	0
Maximum	111
Zeros (%)	97.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	111
Range	111
Interquartile range	0

Descriptive statistics

Standard deviation	0.61082
Coef of variation	8.4029
Kurtosis	14322
Mean	0.072691
MAD	0.14194
Skewness	81.541
Sum	5526
Variance	0.37309
Memory size	593.9 KiB

num_var17
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0088792
Minimum	0
Maximum	27
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	27
Range	27
Interquartile range	0

Descriptive statistics

Standard deviation	0.28877
Coef of variation	32.522
Kurtosis	2729.1
Mean	0.0088792
MAD	0.017733
Skewness	46.416
Sum	675
Variance	0.083387
Memory size	593.9 KiB

num_var17_0
Numeric

Distinct count	11
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.011878
Minimum	0
Maximum	36
Zeros (%)	99.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	36
Range	36
Interquartile range	0

Descriptive statistics

Standard deviation	0.36248
Coef of variation	30.516
Kurtosis	2988.8
Mean	0.011878
MAD	0.023714
Skewness	47.384
Sum	903
Variance	0.13139
Memory size	593.9 KiB

~~num_var18~~
Highly correlated

This variable is highly correlated with num_var18_0 and should be ignored for analysis

Correlation	1

~~num_var18_0~~
Highly correlated

This variable is highly correlated with ind_var18 and should be ignored for analysis

Correlation	1

~~num_var1_0~~
Highly correlated

This variable is highly correlated with ind_var40_0 and should be ignored for analysis

Correlation	0.99711

~~num_var20~~
Highly correlated

This variable is highly correlated with ind_var20 and should be ignored for analysis

Correlation	1

~~num_var20_0~~
Highly correlated

This variable is highly correlated with ind_var20_0 and should be ignored for analysis

Correlation	1

num_var22_hace2
Numeric

Distinct count	22
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.2987
Minimum	0
Maximum	123
Zeros (%)	79.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	9
Maximum	123
Range	123
Interquartile range	0

Descriptive statistics

Standard deviation	3.4503
Coef of variation	2.6567
Kurtosis	61.782
Mean	1.2987
MAD	2.0685
Skewness	5.129
Sum	98727
Variance	11.904
Memory size	593.9 KiB

num_var22_hace3
Numeric

Distinct count	19
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.1849
Minimum	0
Maximum	108
Zeros (%)	81.4%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	9
Maximum	108
Range	108
Interquartile range	0

Descriptive statistics

Standard deviation	3.2633
Coef of variation	2.7541
Kurtosis	38.824
Mean	1.1849
MAD	1.929
Skewness	4.5352
Sum	90075
Variance	10.649
Memory size	593.9 KiB

num_var22_ult1
Numeric

Distinct count	18
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.56066
Minimum	0
Maximum	96
Zeros (%)	89.4%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	3
Maximum	96
Range	96
Interquartile range	0

Descriptive statistics

Standard deviation	2.1044
Coef of variation	3.7535
Kurtosis	113.17
Mean	0.56066
MAD	1.0023
Skewness	7.2072
Sum	42621
Variance	4.4285
Memory size	593.9 KiB

num_var22_ult3
Numeric

Distinct count	33
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	3.0442
Minimum	0
Maximum	234
Zeros (%)	65.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	3
95-th percentile	15
Maximum	234
Range	234
Interquartile range	3

Descriptive statistics

Standard deviation	6.2061
Coef of variation	2.0386
Kurtosis	50.331
Mean	3.0442
MAD	4.0115
Skewness	4.2099
Sum	231423
Variance	38.516
Memory size	593.9 KiB

~~num_var24~~
Highly correlated

This variable is highly correlated with num_var24_0 and should be ignored for analysis

Correlation	0.94198

~~num_var24_0~~
Highly correlated

This variable is highly correlated with ind_var24 and should be ignored for analysis

Correlation	0.94148

~~num_var25~~
Highly correlated

This variable is highly correlated with num_var25_0 and should be ignored for analysis

Correlation	1

~~num_var25_0~~
Highly correlated

This variable is highly correlated with num_var26 and should be ignored for analysis

Correlation	0.97499

~~num_var26~~
Highly correlated

This variable is highly correlated with num_var26_0 and should be ignored for analysis

Correlation	1

num_var26_0
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.089384
Minimum	0
Maximum	33
Zeros (%)	97.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	33
Range	33
Interquartile range	0

Descriptive statistics

Standard deviation	0.6286
Coef of variation	7.0325
Kurtosis	241.34
Mean	0.089384
MAD	0.17436
Skewness	11.081
Sum	6795
Variance	0.39513
Memory size	593.9 KiB

~~num_var27~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var27_0~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var28~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var28_0~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var29~~
Highly correlated

This variable is highly correlated with num_var6 and should be ignored for analysis

Correlation	1

~~num_var29_0~~
Highly correlated

This variable is highly correlated with num_var6_0 and should be ignored for analysis

Correlation	1

~~num_var2_0_ult1~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var2_ult1~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

num_var30
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.3829
Minimum	0
Maximum	33
Zeros (%)	26.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	3
Q3	3
95-th percentile	6
Maximum	33
Range	33
Interquartile range	3

Descriptive statistics

Standard deviation	1.6428
Coef of variation	0.68941
Kurtosis	3.1718
Mean	2.3829
MAD	1.2732
Skewness	0.27377
Sum	181146
Variance	2.6987
Memory size	593.9 KiB

num_var30_0
Numeric

Distinct count	11
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	3.3719
Minimum	0
Maximum	114
Zeros (%)	0.5%

Quantile statistics

Minimum	0
5-th percentile	3
Q1	3
Median	3
Q3	3
95-th percentile	6
Maximum	114
Range	114
Interquartile range	0

Descriptive statistics

Standard deviation	1.3367
Coef of variation	0.39641
Kurtosis	632.14
Mean	3.3719
MAD	0.69653
Skewness	10.585
Sum	256329
Variance	1.7866
Memory size	593.9 KiB

num_var31
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.016062
Minimum	0
Maximum	27
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	27
Range	27
Interquartile range	0

Descriptive statistics

Standard deviation	0.33161
Coef of variation	20.646
Kurtosis	1659.6
Mean	0.016062
MAD	0.032005
Skewness	34.384
Sum	1221
Variance	0.10996
Memory size	593.9 KiB

~~num_var31_0~~
Highly correlated

This variable is highly correlated with num_var17_0 and should be ignored for analysis

Correlation	0.91166

~~num_var32~~
Highly correlated

This variable is highly correlated with num_var32_0 and should be ignored for analysis

Correlation	1

~~num_var32_0~~
Highly correlated

This variable is highly correlated with ind_var32 and should be ignored for analysis

Correlation	0.91981

~~num_var33~~
Highly correlated

This variable is highly correlated with num_var33_0 and should be ignored for analysis

Correlation	0.90493

~~num_var33_0~~
Highly correlated

This variable is highly correlated with ind_var33_0 and should be ignored for analysis

Correlation	0.92298

~~num_var34~~
Highly correlated

This variable is highly correlated with num_var34_0 and should be ignored for analysis

Correlation	1

~~num_var34_0~~
Highly correlated

This variable is highly correlated with ind_var34 and should be ignored for analysis

Correlation	1

~~num_var35~~
Highly correlated

This variable is highly correlated with num_var4 and should be ignored for analysis

Correlation	0.98313

~~num_var37~~
Highly correlated

This variable is highly correlated with num_var37_0 and should be ignored for analysis

Correlation	1

~~num_var37_0~~
Highly correlated

This variable is highly correlated with num_var37_med_ult2 and should be ignored for analysis

Correlation	0.92619

num_var37_med_ult2
Numeric

Distinct count	21
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.26354
Minimum	0
Maximum	105
Zeros (%)	95.3%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	105
Range	105
Interquartile range	0

Descriptive statistics

Standard deviation	1.6503
Coef of variation	6.262
Kurtosis	508.02
Mean	0.26354
MAD	0.50233
Skewness	15.392
Sum	20034
Variance	2.7234
Memory size	593.9 KiB

~~num_var39~~
Highly correlated

This variable is highly correlated with num_var40 and should be ignored for analysis

Correlation	1

num_var39_0
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.7249
Minimum	0
Maximum	33
Zeros (%)	11.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
Median	3
Q3	3
95-th percentile	3
Maximum	33
Range	33
Interquartile range	0

Descriptive statistics

Standard deviation	1.1392
Coef of variation	0.41805
Kurtosis	12.62
Mean	2.7249
MAD	0.64987
Skewness	-0.37831
Sum	207150
Variance	1.2977
Memory size	593.9 KiB

num_var4
Numeric

Distinct count	8
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.0794
Minimum	0
Maximum	7
Zeros (%)	25.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	1
Q3	1
95-th percentile	3
Maximum	7
Range	7
Interquartile range	1

Descriptive statistics

Standard deviation	0.90957
Coef of variation	0.84263
Kurtosis	1.7403
Mean	1.0794
MAD	0.6343
Skewness	1.045
Sum	82059
Variance	0.82731
Memory size	593.9 KiB

~~num_var40~~
Highly correlated

This variable is highly correlated with num_var1 and should be ignored for analysis

Correlation	0.99304

~~num_var40_0~~
Highly correlated

This variable is highly correlated with num_var1_0 and should be ignored for analysis

Correlation	0.99769

~~num_var41~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var41_0~~
Highly correlated

This variable is highly correlated with num_var39_0 and should be ignored for analysis

Correlation	0.95018

num_var42
Numeric

Distinct count	7
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	2.218
Minimum	0
Maximum	18
Zeros (%)	28.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	3
Q3	3
95-th percentile	3
Maximum	18
Range	18
Interquartile range	3

Descriptive statistics

Standard deviation	1.4977
Coef of variation	0.67525
Kurtosis	-0.011351
Mean	2.218
MAD	1.2784
Skewness	-0.33993
Sum	168612
Variance	2.2431
Memory size	593.9 KiB

~~num_var42_0~~
Highly correlated

This variable is highly correlated with num_var12_0 and should be ignored for analysis

Correlation	0.90809

num_var43_emit_ult1
Numeric

Distinct count	27
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.39282
Minimum	0
Maximum	180
Zeros (%)	93.3%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	3
Maximum	180
Range	180
Interquartile range	0

Descriptive statistics

Standard deviation	2.2159
Coef of variation	5.6409
Kurtosis	808.17
Mean	0.39282
MAD	0.73332
Skewness	18.094
Sum	29862
Variance	4.91
Memory size	593.9 KiB

num_var43_recib_ult1
Numeric

Distinct count	38
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.815
Minimum	0
Maximum	264
Zeros (%)	87.1%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	6
Maximum	264
Range	264
Interquartile range	0

Descriptive statistics

Standard deviation	3.5577
Coef of variation	4.3652
Kurtosis	691.64
Mean	0.815
MAD	1.4192
Skewness	17.39
Sum	61956
Variance	12.657
Memory size	593.9 KiB

~~num_var44~~
Highly correlated

This variable is highly correlated with num_var44_0 and should be ignored for analysis

Correlation	0.94717

~~num_var44_0~~
Highly correlated

This variable is highly correlated with ind_var44 and should be ignored for analysis

Correlation	0.94717

~~num_var45_hace2~~
Highly correlated

This variable is highly correlated with num_med_var45_ult3 and should be ignored for analysis

Correlation	0.90812

num_var45_hace3
Numeric

Distinct count	66
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	3.8944
Minimum	0
Maximum	339
Zeros (%)	66.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	3
95-th percentile	21
Maximum	339
Range	339
Interquartile range	3

Descriptive statistics

Standard deviation	10.417
Coef of variation	2.6748
Kurtosis	93.457
Mean	3.8944
MAD	5.4142
Skewness	6.8763
Sum	296052
Variance	108.51
Memory size	593.9 KiB

num_var45_ult1
Numeric

Distinct count	94
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	4.3635
Minimum	0
Maximum	510
Zeros (%)	71.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	3
95-th percentile	24
Maximum	510
Range	510
Interquartile range	3

Descriptive statistics

Standard deviation	14.406
Coef of variation	3.3016
Kurtosis	132.22
Mean	4.3635
MAD	6.4946
Skewness	8.6431
Sum	331713
Variance	207.55
Memory size	593.9 KiB

~~num_var45_ult3~~
Highly correlated

This variable is highly correlated with num_var45_hace2 and should be ignored for analysis

Correlation	0.90996

~~num_var46~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var46_0~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~num_var5~~
Highly correlated

This variable is highly correlated with ind_var5 and should be ignored for analysis

Correlation	0.99371

~~num_var5_0~~
Highly correlated

This variable is highly correlated with ind_var5_0 and should be ignored for analysis

Correlation	0.92278

~~num_var6~~
Highly correlated

This variable is highly correlated with ind_var29 and should be ignored for analysis

Correlation	1

~~num_var6_0~~
Highly correlated

This variable is highly correlated with ind_var29_0 and should be ignored for analysis

Correlation	1

~~num_var7_emit_ult1~~
Highly correlated

This variable is highly correlated with ind_var7_emit_ult1 and should be ignored for analysis

Correlation	1

num_var7_recib_ult1
Numeric

Distinct count	6
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0103
Minimum	0
Maximum	24
Zeros (%)	99.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	24
Range	24
Interquartile range	0

Descriptive statistics

Standard deviation	0.22878
Coef of variation	22.212
Kurtosis	2291.1
Mean	0.0103
MAD	0.020544
Skewness	36.793
Sum	783
Variance	0.052341
Memory size	593.9 KiB

~~num_var8~~
Highly correlated

This variable is highly correlated with num_var8_0 and should be ignored for analysis

Correlation	0.9311

~~num_var8_0~~
Highly correlated

This variable is highly correlated with ind_var8 and should be ignored for analysis

Correlation	0.9311

~~num_venta_var44_hace3~~
Highly correlated

This variable is highly correlated with imp_venta_var44_hace3 and should be ignored for analysis

Correlation	0.90763

num_venta_var44_ult1
Numeric

Distinct count	9
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.0044199
Minimum	0
Maximum	39
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	39
Range	39
Interquartile range	0

Descriptive statistics

Standard deviation	0.26426
Coef of variation	59.788
Kurtosis	10554
Mean	0.0044199
MAD	0.0088347
Skewness	93.224
Sum	336
Variance	0.069831
Memory size	593.9 KiB

saldo_medio_var12_hace2
Numeric

Distinct count	2834
Unique (%)	3.7%
Missing (%)	0.0%
Missing (n)	0

Mean	3997
Minimum	0
Maximum	3000500
Zeros (%)	96.1%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	3000500
Range	3000500
Interquartile range	0

Descriptive statistics

Standard deviation	37773
Coef of variation	9.4503
Kurtosis	1340.2
Mean	3997
MAD	7720.5
Skewness	26.357
Sum	303850000
Variance	1426800000
Memory size	593.9 KiB

saldo_medio_var12_hace3
Numeric

Distinct count	1152
Unique (%)	1.5%
Missing (%)	0.0%
Missing (n)	0

Mean	613.53
Minimum	0
Maximum	668340
Zeros (%)	98.3%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	668340
Range	668340
Interquartile range	0

Descriptive statistics

Standard deviation	9292.8
Coef of variation	15.146
Kurtosis	1204
Mean	613.53
MAD	1208.4
Skewness	28.711
Sum	46641000
Variance	86355000
Memory size	593.9 KiB

~~saldo_medio_var12_ult1~~
Highly correlated

This variable is highly correlated with saldo_medio_var12_hace2 and should be ignored for analysis

Correlation	0.91687

~~saldo_medio_var12_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var12_ult1 and should be ignored for analysis

Correlation	0.98594

saldo_medio_var13_corto_hace2
Numeric

Distinct count	1628
Unique (%)	2.1%
Missing (%)	0.0%
Missing (n)	0

Mean	3639.4
Minimum	0
Maximum	450000
Zeros (%)	96.1%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	450000
Range	450000
Interquartile range	0

Descriptive statistics

Standard deviation	26359
Coef of variation	7.2427
Kurtosis	122.02
Mean	3639.4
MAD	7005.3
Skewness	10.122
Sum	276670000
Variance	694810000
Memory size	593.9 KiB

saldo_medio_var13_corto_hace3
Numeric

Distinct count	968
Unique (%)	1.3%
Missing (%)	0.0%
Missing (n)	0

Mean	556.18
Minimum	0
Maximum	304840
Zeros (%)	98.2%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	304840
Range	304840
Interquartile range	0

Descriptive statistics

Standard deviation	7182.6
Coef of variation	12.914
Kurtosis	563.9
Mean	556.18
MAD	1093
Skewness	20.953
Sum	42281000
Variance	51590000
Memory size	593.9 KiB

~~saldo_medio_var13_corto_ult1~~
Highly correlated

This variable is highly correlated with saldo_medio_var13_corto_hace2 and should be ignored for analysis

Correlation	0.91928

~~saldo_medio_var13_corto_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var13_corto_ult1 and should be ignored for analysis

Correlation	0.98837

saldo_medio_var13_largo_hace2
Numeric

Distinct count	295
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

Mean	771.23
Minimum	0
Maximum	840000
Zeros (%)	99.4%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	840000
Range	840000
Interquartile range	0

Descriptive statistics

Standard deviation	13082
Coef of variation	16.963
Kurtosis	824.63
Mean	771.23
MAD	1532.6
Skewness	25.083
Sum	58629000
Variance	171140000
Memory size	593.9 KiB

saldo_medio_var13_largo_hace3
Numeric

Distinct count	264
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

Mean	162.17
Minimum	0
Maximum	534000
Zeros (%)	99.6%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	534000
Range	534000
Interquartile range	0

Descriptive statistics

Standard deviation	4698.9
Coef of variation	28.975
Kurtosis	3965.9
Mean	162.17
MAD	323.07
Skewness	53.563
Sum	12328000
Variance	22079000
Memory size	593.9 KiB

~~saldo_medio_var13_largo_ult1~~
Highly correlated

This variable is highly correlated with saldo_medio_var13_largo_hace2 and should be ignored for analysis

Correlation	0.91773

~~saldo_medio_var13_largo_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var13_largo_ult1 and should be ignored for analysis

Correlation	0.98706

~~saldo_medio_var13_medio_hace2~~
Highly correlated

This variable is highly correlated with num_meses_var13_medio_ult3 and should be ignored for analysis

Correlation	0.98717

~~saldo_medio_var13_medio_hace3~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~saldo_medio_var13_medio_ult1~~
Highly correlated

This variable is highly correlated with saldo_medio_var13_medio_hace2 and should be ignored for analysis

Correlation	0.94487

~~saldo_medio_var13_medio_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var13_medio_ult1 and should be ignored for analysis

Correlation	0.99701

~~saldo_medio_var17_hace2~~
Highly correlated

This variable is highly correlated with imp_aport_var17_hace3 and should be ignored for analysis

Correlation	0.99594

~~saldo_medio_var17_hace3~~
Highly correlated

This variable is highly correlated with saldo_medio_var17_hace2 and should be ignored for analysis

Correlation	0.99366

~~saldo_medio_var17_ult1~~
Highly correlated

This variable is highly correlated with saldo_medio_var17_hace3 and should be ignored for analysis

Correlation	0.97149

~~saldo_medio_var17_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var17_ult1 and should be ignored for analysis

Correlation	0.9973

saldo_medio_var29_hace2
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.21307
Minimum	0
Maximum	10430
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	10430
Range	10430
Interquartile range	0

Descriptive statistics

Standard deviation	41.82
Coef of variation	196.27
Kurtosis	53250
Mean	0.21307
MAD	0.42612
Skewness	224.55
Sum	16198
Variance	1748.9
Memory size	593.9 KiB

saldo_medio_var29_hace3
Numeric

Distinct count	2
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.00191
Minimum	0
Maximum	145.2
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	145.2
Range	145.2
Interquartile range	0

Descriptive statistics

Standard deviation	0.52663
Coef of variation	275.72
Kurtosis	76020
Mean	0.00191
MAD	0.00382
Skewness	275.72
Sum	145.2
Variance	0.27734
Memory size	593.9 KiB

~~saldo_medio_var29_ult1~~
Highly correlated

This variable is highly correlated with saldo_var29 and should be ignored for analysis

Correlation	0.94144

~~saldo_medio_var29_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var29_ult1 and should be ignored for analysis

Correlation	0.95024

saldo_medio_var33_hace2
Numeric

Distinct count	43
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	7.9358
Minimum	0
Maximum	50004
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	50004
Range	50004
Interquartile range	0

Descriptive statistics

Standard deviation	455.89
Coef of variation	57.447
Kurtosis	6274.6
Mean	7.9358
MAD	15.863
Skewness	74.059
Sum	603280
Variance	207830
Memory size	593.9 KiB

saldo_medio_var33_hace3
Numeric

Distinct count	24
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.3651
Minimum	0
Maximum	20386
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	20386
Range	20386
Interquartile range	0

Descriptive statistics

Standard deviation	113.96
Coef of variation	83.478
Kurtosis	17511
Mean	1.3651
MAD	2.7294
Skewness	120.88
Sum	103780
Variance	12987
Memory size	593.9 KiB

~~saldo_medio_var33_ult1~~
Highly correlated

This variable is highly correlated with saldo_var33 and should be ignored for analysis

Correlation	0.99863

~~saldo_medio_var33_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var33_ult1 and should be ignored for analysis

Correlation	0.99203

saldo_medio_var44_hace2
Numeric

Distinct count	99
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	31.505
Minimum	0
Maximum	438330
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	438330
Range	438330
Interquartile range	0

Descriptive statistics

Standard deviation	2013.1
Coef of variation	63.898
Kurtosis	30354
Mean	31.505
MAD	62.932
Skewness	151.92
Sum	2395000
Variance	4052700
Memory size	593.9 KiB

saldo_medio_var44_hace3
Numeric

Distinct count	33
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	1.8586
Minimum	0
Maximum	24650
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	24650
Range	24650
Interquartile range	0

Descriptive statistics

Standard deviation	147.79
Coef of variation	79.516
Kurtosis	16768
Mean	1.8586
MAD	3.7156
Skewness	120.07
Sum	141290
Variance	21841
Memory size	593.9 KiB

~~saldo_medio_var44_ult1~~
Highly correlated

This variable is highly correlated with saldo_var44 and should be ignored for analysis

Correlation	0.91022

~~saldo_medio_var44_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var44_ult1 and should be ignored for analysis

Correlation	0.96817

saldo_medio_var5_hace2
Numeric

Distinct count	14486
Unique (%)	19.1%
Missing (%)	0.0%
Missing (n)	0

Mean	1579.1
Minimum	-128.37
Maximum	812140
Zeros (%)	30.6%

Quantile statistics

Minimum	-128.37
5-th percentile	0
Q1	0
Median	3
Q3	90
95-th percentile	3842.3
Maximum	812140
Range	812270
Interquartile range	90

Descriptive statistics

Standard deviation	12148
Coef of variation	7.6931
Kurtosis	863.28
Mean	1579.1
MAD	2745.3
Skewness	22.401
Sum	120050000
Variance	147580000
Memory size	593.9 KiB

saldo_medio_var5_hace3
Numeric

Distinct count	7787
Unique (%)	10.2%
Missing (%)	0.0%
Missing (n)	0

Mean	891.37
Minimum	-8.04
Maximum	1542300
Zeros (%)	39.0%

Quantile statistics

Minimum	-8.04
5-th percentile	0
Q1	0
Median	0.99
Q3	12.218
95-th percentile	1069.6
Maximum	1542300
Range	1542300
Interquartile range	12.218

Descriptive statistics

Standard deviation	9888.6
Coef of variation	11.094
Kurtosis	9125.5
Mean	891.37
MAD	1639.6
Skewness	70.032
Sum	67762000
Variance	97784000
Memory size	593.9 KiB

saldo_medio_var5_ult1
Numeric

Distinct count	14778
Unique (%)	19.4%
Missing (%)	0.0%
Missing (n)	0

Mean	1077.3
Minimum	-922.38
Maximum	601430
Zeros (%)	32.4%

Quantile statistics

Minimum	-922.38
5-th percentile	0
Q1	0
Median	3
Q3	90
95-th percentile	2850
Maximum	601430
Range	602350
Interquartile range	90

Descriptive statistics

Standard deviation	9614.9
Coef of variation	8.9254
Kurtosis	993.8
Mean	1077.3
MAD	1832
Skewness	25.975
Sum	81893000
Variance	92446000
Memory size	593.9 KiB

saldo_medio_var5_ult3
Numeric

Distinct count	17330
Unique (%)	22.8%
Missing (%)	0.0%
Missing (n)	0

Mean	1048.9
Minimum	-476.07
Maximum	544370
Zeros (%)	32.4%

Quantile statistics

Minimum	-476.07
5-th percentile	0
Q1	0
Median	2.73
Q3	83.79
95-th percentile	3119.6
Maximum	544370
Range	544840
Interquartile range	83.79

Descriptive statistics

Standard deviation	8189.9
Coef of variation	7.8085
Kurtosis	1153.3
Mean	1048.9
MAD	1777.4
Skewness	26.621
Sum	79734000
Variance	67075000
Memory size	593.9 KiB

saldo_medio_var8_hace2
Numeric

Distinct count	1325
Unique (%)	1.7%
Missing (%)	0.0%
Missing (n)	0

Mean	68.275
Minimum	-287.67
Maximum	231350
Zeros (%)	98.2%

Quantile statistics

Minimum	-287.67
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	231350
Range	231640
Interquartile range	0

Descriptive statistics

Standard deviation	1733.8
Coef of variation	25.395
Kurtosis	6661.6
Mean	68.275
MAD	134.29
Skewness	69.756
Sum	5190300
Variance	3006200
Memory size	593.9 KiB

saldo_medio_var8_hace3
Numeric

Distinct count	439
Unique (%)	0.6%
Missing (%)	0.0%
Missing (n)	0

Mean	9.5053
Minimum	0
Maximum	77586
Zeros (%)	99.4%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	77586
Range	77586
Interquartile range	0

Descriptive statistics

Standard deviation	519.39
Coef of variation	54.642
Kurtosis	13596
Mean	9.5053
MAD	18.909
Skewness	106.21
Sum	722590
Variance	269770
Memory size	593.9 KiB

~~saldo_medio_var8_ult1~~
Highly correlated

This variable is highly correlated with saldo_var8 and should be ignored for analysis

Correlation	0.92552

~~saldo_medio_var8_ult3~~
Highly correlated

This variable is highly correlated with saldo_medio_var8_ult1 and should be ignored for analysis

Correlation	0.94698

saldo_var1
Numeric

Distinct count	285
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

Mean	48.449
Minimum	-0.9
Maximum	3000000
Zeros (%)	99.6%

Quantile statistics

Minimum	-0.9
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	3000000
Range	3000000
Interquartile range	0

Descriptive statistics

Standard deviation	10937
Coef of variation	225.75
Kurtosis	74461
Mean	48.449
MAD	96.544
Skewness	271.72
Sum	3683100
Variance	119630000
Memory size	593.9 KiB

saldo_var12
Numeric

Distinct count	3059
Unique (%)	4.0%
Missing (%)	0.0%
Missing (n)	0

Mean	6021.6
Minimum	0
Maximum	3008100
Zeros (%)	95.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	3008100
Range	3008100
Interquartile range	0

Descriptive statistics

Standard deviation	48145
Coef of variation	7.9953
Kurtosis	693.25
Mean	6021.6
MAD	11565
Skewness	19.165
Sum	457760000
Variance	2317900000
Memory size	593.9 KiB

saldo_var13
Numeric

Distinct count	859
Unique (%)	1.1%
Missing (%)	0.0%
Missing (n)	0

Mean	6487.9
Minimum	0
Maximum	1500000
Zeros (%)	94.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1500
Maximum	1500000
Range	1500000
Interquartile range	0

Descriptive statistics

Standard deviation	38417
Coef of variation	5.9212
Kurtosis	108.14
Mean	6487.9
MAD	12333
Skewness	8.6058
Sum	493210000
Variance	1475800000
Memory size	593.9 KiB

saldo_var13_corto
Numeric

Distinct count	730
Unique (%)	1.0%
Missing (%)	0.0%
Missing (n)	0

Mean	4993.8
Minimum	0
Maximum	450000
Zeros (%)	95.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	450000
Range	450000
Interquartile range	0

Descriptive statistics

Standard deviation	32619
Coef of variation	6.532
Kurtosis	84.245
Mean	4993.8
MAD	9584.3
Skewness	8.5585
Sum	379630000
Variance	1064000000
Memory size	593.9 KiB

saldo_var13_largo
Numeric

Distinct count	229
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

Mean	1493.7
Minimum	0
Maximum	1500000
Zeros (%)	99.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	1500000
Range	1500000
Interquartile range	0

Descriptive statistics

Standard deviation	20016
Coef of variation	13.401
Kurtosis	829.95
Mean	1493.7
MAD	2957.5
Skewness	22.53
Sum	113550000
Variance	400660000
Memory size	593.9 KiB

saldo_var13_medio
Numeric

Distinct count	3
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	0.51302
Minimum	0
Maximum	30000
Zeros (%)	100.0%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	30000
Range	30000
Interquartile range	0

Descriptive statistics

Standard deviation	113.6
Coef of variation	221.43
Kurtosis	64502
Mean	0.51302
MAD	1.026
Skewness	248.82
Sum	39000
Variance	12904
Memory size	593.9 KiB

saldo_var14
Numeric

Distinct count	345
Unique (%)	0.5%
Missing (%)	0.0%
Missing (n)	0

Mean	69.096
Minimum	0
Maximum	450000
Zeros (%)	99.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	450000
Range	450000
Interquartile range	0

Descriptive statistics

Standard deviation	2839.6
Coef of variation	41.097
Kurtosis	11751
Mean	69.096
MAD	137.58
Skewness	93.593
Sum	5252700
Variance	8063400
Memory size	593.9 KiB

saldo_var17
Numeric

Distinct count	111
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	183.41
Minimum	0
Maximum	6119500
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	6119500
Range	6119500
Interquartile range	0

Descriptive statistics

Standard deviation	22698
Coef of variation	123.76
Kurtosis	69506
Mean	183.41
MAD	366.28
Skewness	258.44
Sum	13943000
Variance	515210000
Memory size	593.9 KiB

~~saldo_var18~~
Highly correlated

This variable is highly correlated with saldo_var1 and should be ignored for analysis

Correlation	0.99986

saldo_var20
Numeric

Distinct count	176
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

Mean	27.399
Minimum	0
Maximum	455860
Zeros (%)	99.7%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	455860
Range	455860
Interquartile range	0

Descriptive statistics

Standard deviation	2477.8
Coef of variation	90.433
Kurtosis	28984
Mean	27.399
MAD	54.655
Skewness	163.86
Sum	2082900
Variance	6139500
Memory size	593.9 KiB

~~saldo_var24~~
Highly correlated

This variable is highly correlated with saldo_var12 and should be ignored for analysis

Correlation	0.99693

~~saldo_var25~~
Highly correlated

This variable is highly correlated with saldo_var26 and should be ignored for analysis

Correlation	0.98523

saldo_var26
Numeric

Distinct count	1592
Unique (%)	2.1%
Missing (%)	0.0%
Missing (n)	0

Mean	76.082
Minimum	0
Maximum	69757
Zeros (%)	97.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	69757
Range	69757
Interquartile range	0

Descriptive statistics

Standard deviation	739.78
Coef of variation	9.7235
Kurtosis	1945.4
Mean	76.082
MAD	148.42
Skewness	30.322
Sum	5783700
Variance	547270
Memory size	593.9 KiB

~~saldo_var27~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~saldo_var28~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~saldo_var29~~
Highly correlated

This variable is highly correlated with saldo_var6 and should be ignored for analysis

Correlation	1

~~saldo_var2_ult1~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

saldo_var30
Numeric

Distinct count	16940
Unique (%)	22.3%
Missing (%)	0.0%
Missing (n)	0

Mean	13680
Minimum	-4942.3
Maximum	3458100
Zeros (%)	26.7%

Quantile statistics

Minimum	-4942.3
5-th percentile	0
Q1	0
Median	3
Q3	235.99
95-th percentile	90000
Maximum	3458100
Range	3463000
Interquartile range	235.99

Descriptive statistics

Standard deviation	63014
Coef of variation	4.6064
Kurtosis	325.85
Mean	13680
MAD	24012
Skewness	11.884
Sum	1039900000
Variance	3970800000
Memory size	593.9 KiB

~~saldo_var31~~
Highly correlated

This variable is highly correlated with saldo_var17 and should be ignored for analysis

Correlation	0.97402

saldo_var32
Numeric

Distinct count	75
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	3.3459
Minimum	0
Maximum	12211
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	12211
Range	12211
Interquartile range	0

Descriptive statistics

Standard deviation	126.68
Coef of variation	37.861
Kurtosis	3205
Mean	3.3459
MAD	6.6847
Skewness	50.927
Sum	254360
Variance	16048
Memory size	593.9 KiB

saldo_var33
Numeric

Distinct count	48
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	12.532
Minimum	0
Maximum	142080
Zeros (%)	99.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	142080
Range	142080
Interquartile range	0

Descriptive statistics

Standard deviation	797.84
Coef of variation	63.662
Kurtosis	15289
Mean	12.532
MAD	25.049
Skewness	106.97
Sum	952710
Variance	636550
Memory size	593.9 KiB

~~saldo_var34~~
Highly correlated

This variable is highly correlated with num_var34 and should be ignored for analysis

Correlation	0.92468

saldo_var37
Numeric

Distinct count	4041
Unique (%)	5.3%
Missing (%)	0.0%
Missing (n)	0

Mean	36.907
Minimum	0
Maximum	60000
Zeros (%)	93.5%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	75
Maximum	60000
Range	60000
Interquartile range	0

Descriptive statistics

Standard deviation	472.1
Coef of variation	12.792
Kurtosis	7097.3
Mean	36.907
MAD	69.246
Skewness	70.206
Sum	2805700
Variance	222880
Memory size	593.9 KiB

saldo_var40
Numeric

Distinct count	282
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0

Mean	4.3686
Minimum	-0.9
Maximum	8192.6
Zeros (%)	99.6%

Quantile statistics

Minimum	-0.9
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	8192.6
Range	8193.5
Interquartile range	0

Descriptive statistics

Standard deviation	113.97
Coef of variation	26.088
Kurtosis	2208.6
Mean	4.3686
MAD	8.7048
Skewness	42.157
Sum	332100
Variance	12989
Memory size	593.9 KiB

~~saldo_var41~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

~~saldo_var42~~
Highly correlated

This variable is highly correlated with saldo_var24 and should be ignored for analysis

Correlation	0.97527

saldo_var44
Numeric

Distinct count	129
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0

Mean	96.353
Minimum	0
Maximum	740010
Zeros (%)	99.8%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	740010
Range	740010
Interquartile range	0

Descriptive statistics

Standard deviation	5218.4
Coef of variation	54.16
Kurtosis	11651
Mean	96.353
MAD	192.39
Skewness	98.928
Sum	7324700
Variance	27232000
Memory size	593.9 KiB

~~saldo_var46~~
Constant

This variable is constant and should be ignored for analysis

Constant value	0

saldo_var5
Numeric

Distinct count	11642
Unique (%)	15.3%
Missing (%)	0.0%
Missing (n)	0

Mean	1028.5
Minimum	-2895.7
Maximum	619330
Zeros (%)	33.6%

Quantile statistics

Minimum	-2895.7
5-th percentile	0
Q1	0
Median	3
Q3	90
95-th percentile	2826.5
Maximum	619330
Range	622220
Interquartile range	90

Descriptive statistics

Standard deviation	9852.1
Coef of variation	9.5794
Kurtosis	1030.2
Mean	1028.5
MAD	1760.4
Skewness	26.986
Sum	78184000
Variance	97065000
Memory size	593.9 KiB

~~saldo_var6~~
Highly correlated

This variable is highly correlated with num_var29 and should be ignored for analysis

Correlation	0.97243

saldo_var8
Numeric

Distinct count	1989
Unique (%)	2.6%
Missing (%)	0.0%
Missing (n)	0

Mean	141.23
Minimum	-4942.3
Maximum	240040
Zeros (%)	97.1%

Quantile statistics

Minimum	-4942.3
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	240040
Range	244990
Interquartile range	0

Descriptive statistics

Standard deviation	2515.7
Coef of variation	17.813
Kurtosis	3832.7
Mean	141.23
MAD	276.12
Skewness	53.51
Sum	10736000
Variance	6328500
Memory size	593.9 KiB

var15
Numeric

Distinct count	100
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

Mean	33.213
Minimum	5
Maximum	105
Zeros (%)	0.0%

Quantile statistics

Minimum	5
5-th percentile	23
Q1	23
Median	28
Q3	40
95-th percentile	60
Maximum	105
Range	100
Interquartile range	17

Descriptive statistics

Standard deviation	12.956
Coef of variation	0.3901
Kurtosis	2.5199
Mean	33.213
MAD	10.144
Skewness	1.5784
Sum	2524842
Variance	167.87
Memory size	593.9 KiB

var21
Numeric

Distinct count	24
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	32.549
Minimum	0
Maximum	30000
Zeros (%)	98.9%

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	30000
Range	30000
Interquartile range	0

Descriptive statistics

Standard deviation	393.83
Coef of variation	12.1
Kurtosis	753.67
Mean	32.549
MAD	64.355
Skewness	20.538
Sum	2474400
Variance	155110
Memory size	593.9 KiB

var3
Numeric

Distinct count	208
Unique (%)	0.3%
Missing (%)	0.0%
Missing (n)	0

Mean	-1523.2
Minimum	-999999
Maximum	238
Zeros (%)	0.1%

Quantile statistics

Minimum	-999999
5-th percentile	2
Q1	2
Median	2
Q3	2
95-th percentile	2
Maximum	238
Range	1000237
Interquartile range	0

Descriptive statistics

Standard deviation	39033
Coef of variation	-25.626
Kurtosis	650.39
Mean	-1523.2
MAD	3047.2
Skewness	-25.542
Sum	-115793609
Variance	1523600000
Memory size	593.9 KiB

var36
Numeric

Distinct count	5
Unique (%)	0.0%
Missing (%)	0.0%
Missing (n)	0

Mean	40.449
Minimum	0
Maximum	99
Zeros (%)	0.5%

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	3
Q3	99
95-th percentile	99
Maximum	99
Range	99
Interquartile range	97

Descriptive statistics

Standard deviation	47.363
Coef of variation	1.1709
Kurtosis	-1.8169
Mean	40.449
MAD	46.311
Skewness	0.42688
Sum	3074939
Variance	2243.2
Memory size	593.9 KiB

var38
Numeric

Distinct count	57736
Unique (%)	75.9%
Missing (%)	0.0%
Missing (n)	0

Mean	117240
Minimum	5163.8
Maximum	22035000
Zeros (%)	0.0%

Quantile statistics

Minimum	5163.8
5-th percentile	39256
Q1	67871
Median	106410
Q3	118760
95-th percentile	242780
Maximum	22035000
Range	22030000
Interquartile range	50886

Descriptive statistics

Standard deviation	182660
Coef of variation	1.5581
Kurtosis	4219.9
Mean	117240
MAD	50064
Skewness	51.275
Sum	8912300000
Variance	33366000000
Memory size	593.9 KiB

Sample

	ID	var3	var15	imp_ent_var16_ult1	imp_op_var39_comer_ult1	imp_op_var39_comer_ult3	imp_op_var40_comer_ult1	imp_op_var40_comer_ult3	imp_op_var40_efect_ult1	imp_op_var40_efect_ult3	imp_op_var40_ult1	imp_op_var41_comer_ult1	imp_op_var41_comer_ult3	imp_op_var41_efect_ult1	imp_op_var41_efect_ult3	imp_op_var41_ult1	imp_op_var39_efect_ult1	imp_op_var39_efect_ult3	imp_op_var39_ult1	imp_sal_var16_ult1	ind_var1_0	ind_var1	ind_var2_0	ind_var2	ind_var5_0	ind_var5	ind_var6_0	ind_var6	ind_var8_0	ind_var8	ind_var12_0	ind_var12	ind_var13_0	ind_var13_corto_0	ind_var13_corto	ind_var13_largo_0	ind_var13_largo	ind_var13_medio_0	ind_var13_medio	ind_var13	ind_var14_0	ind_var14	ind_var17_0	ind_var17	ind_var18_0	ind_var18	ind_var19	ind_var20_0	ind_var20	ind_var24_0	ind_var24	ind_var25_cte	ind_var26_0	ind_var26_cte	ind_var26	ind_var25_0	ind_var25	ind_var27_0	ind_var28_0	ind_var28	ind_var27	ind_var29_0	ind_var29	ind_var30_0	ind_var30	ind_var31_0	ind_var31	ind_var32_cte	ind_var32_0	ind_var32	ind_var33_0	ind_var33	ind_var34_0	ind_var34	ind_var37_cte	ind_var37_0	ind_var37	ind_var39_0	ind_var40_0	ind_var40	ind_var41_0	ind_var41	ind_var39	ind_var44_0	ind_var44	ind_var46_0	ind_var46	num_var1_0	num_var1	num_var4	num_var5_0	num_var5	num_var6_0	num_var6	num_var8_0	num_var8	num_var12_0	num_var12	num_var13_0	num_var13_corto_0	num_var13_corto	num_var13_largo_0	num_var13_largo	num_var13_medio_0	num_var13_medio	num_var13	num_var14_0	num_var14	num_var17_0	num_var17	num_var18_0	num_var18	num_var20_0	num_var20	num_var24_0	num_var24	num_var26_0	num_var26	num_var25_0	num_var25	num_op_var40_hace2	num_op_var40_hace3	num_op_var40_ult1	num_op_var40_ult3	num_op_var41_hace2	num_op_var41_hace3	num_op_var41_ult1	num_op_var41_ult3	num_op_var39_hace2	num_op_var39_hace3	num_op_var39_ult1	num_op_var39_ult3	num_var27_0	num_var28_0	num_var28	num_var27	num_var29_0	num_var29	num_var30_0	num_var30	num_var31_0	num_var31	num_var32_0	num_var32	num_var33_0	num_var33	num_var34_0	num_var34	num_var35	num_var37_med_ult2	num_var37_0	num_var37	num_var39_0	num_var40_0	num_var40	num_var41_0	num_var41	num_var39	num_var42_0	num_var42	num_var44_0	num_var44	num_var46_0	num_var46	saldo_var1	saldo_var5	saldo_var6	saldo_var8	saldo_var12	saldo_var13_corto	saldo_var13_largo	saldo_var13_medio	saldo_var13	saldo_var14	saldo_var17	saldo_var18	saldo_var20	saldo_var24	saldo_var26	saldo_var25	saldo_var28	saldo_var27	saldo_var29	saldo_var30	saldo_var31	saldo_var32	saldo_var33	saldo_var34	saldo_var37	saldo_var40	saldo_var41	saldo_var42	saldo_var44	saldo_var46	var36	delta_imp_amort_var18_1y3	delta_imp_amort_var34_1y3	delta_imp_aport_var13_1y3	delta_imp_aport_var17_1y3	delta_imp_aport_var33_1y3	delta_imp_compra_var44_1y3	delta_imp_reemb_var13_1y3	delta_imp_reemb_var17_1y3	delta_imp_reemb_var33_1y3	delta_imp_trasp_var17_in_1y3	delta_imp_trasp_var17_out_1y3	delta_imp_trasp_var33_in_1y3	delta_imp_trasp_var33_out_1y3	delta_imp_venta_var44_1y3	delta_num_aport_var13_1y3	delta_num_aport_var17_1y3	delta_num_aport_var33_1y3	delta_num_compra_var44_1y3	delta_num_reemb_var13_1y3	delta_num_reemb_var17_1y3	delta_num_reemb_var33_1y3	delta_num_trasp_var17_in_1y3	delta_num_trasp_var17_out_1y3	delta_num_trasp_var33_in_1y3	delta_num_trasp_var33_out_1y3	delta_num_venta_var44_1y3	imp_amort_var18_hace3	imp_amort_var18_ult1	imp_amort_var34_hace3	imp_amort_var34_ult1	imp_aport_var13_hace3	imp_aport_var13_ult1	imp_aport_var17_hace3	imp_aport_var17_ult1	imp_aport_var33_hace3	imp_aport_var33_ult1	imp_var7_emit_ult1	imp_var7_recib_ult1	imp_compra_var44_hace3	imp_compra_var44_ult1	imp_reemb_var13_hace3	imp_reemb_var13_ult1	imp_reemb_var17_hace3	imp_reemb_var17_ult1	imp_reemb_var33_hace3	imp_reemb_var33_ult1	imp_var43_emit_ult1	imp_trans_var37_ult1	imp_trasp_var17_in_hace3	imp_trasp_var17_in_ult1	imp_trasp_var17_out_hace3	imp_trasp_var17_out_ult1	imp_trasp_var33_in_hace3	imp_trasp_var33_in_ult1	imp_trasp_var33_out_hace3	imp_trasp_var33_out_ult1	imp_venta_var44_hace3	imp_venta_var44_ult1	ind_var7_emit_ult1	ind_var7_recib_ult1	ind_var10_ult1	ind_var10cte_ult1	ind_var9_cte_ult1	ind_var9_ult1	ind_var43_emit_ult1	ind_var43_recib_ult1	var21	num_var2_0_ult1	num_var2_ult1	num_aport_var13_hace3	num_aport_var13_ult1	num_aport_var17_hace3	num_aport_var17_ult1	num_aport_var33_hace3	num_aport_var33_ult1	num_var7_emit_ult1	num_var7_recib_ult1	num_compra_var44_hace3	num_compra_var44_ult1	num_ent_var16_ult1	num_var22_hace2	num_var22_hace3	num_var22_ult1	num_var22_ult3	num_med_var22_ult3	num_med_var45_ult3	num_meses_var5_ult3	num_meses_var8_ult3	num_meses_var12_ult3	num_meses_var13_corto_ult3	num_meses_var13_largo_ult3	num_meses_var13_medio_ult3	num_meses_var17_ult3	num_meses_var29_ult3	num_meses_var33_ult3	num_meses_var39_vig_ult3	num_meses_var44_ult3	num_op_var39_comer_ult1	num_op_var39_comer_ult3	num_op_var40_comer_ult1	num_op_var40_comer_ult3	num_op_var40_efect_ult1	num_op_var40_efect_ult3	num_op_var41_comer_ult1	num_op_var41_comer_ult3	num_op_var41_efect_ult1	num_op_var41_efect_ult3	num_op_var39_efect_ult1	num_op_var39_efect_ult3	num_reemb_var13_hace3	num_reemb_var13_ult1	num_reemb_var17_hace3	num_reemb_var17_ult1	num_reemb_var33_hace3	num_reemb_var33_ult1	num_sal_var16_ult1	num_var43_emit_ult1	num_var43_recib_ult1	num_trasp_var11_ult1	num_trasp_var17_in_hace3	num_trasp_var17_in_ult1	num_trasp_var17_out_hace3	num_trasp_var17_out_ult1	num_trasp_var33_in_hace3	num_trasp_var33_in_ult1	num_trasp_var33_out_hace3	num_trasp_var33_out_ult1	num_venta_var44_hace3	num_venta_var44_ult1	num_var45_hace2	num_var45_hace3	num_var45_ult1	num_var45_ult3	saldo_var2_ult1	saldo_medio_var5_hace2	saldo_medio_var5_hace3	saldo_medio_var5_ult1	saldo_medio_var5_ult3	saldo_medio_var8_hace2	saldo_medio_var8_hace3	saldo_medio_var8_ult1	saldo_medio_var8_ult3	saldo_medio_var12_hace2	saldo_medio_var12_hace3	saldo_medio_var12_ult1	saldo_medio_var12_ult3	saldo_medio_var13_corto_hace2	saldo_medio_var13_corto_hace3	saldo_medio_var13_corto_ult1	saldo_medio_var13_corto_ult3	saldo_medio_var13_largo_hace2	saldo_medio_var13_largo_hace3	saldo_medio_var13_largo_ult1	saldo_medio_var13_largo_ult3	saldo_medio_var13_medio_hace2	saldo_medio_var13_medio_hace3	saldo_medio_var13_medio_ult1	saldo_medio_var13_medio_ult3	saldo_medio_var17_hace2	saldo_medio_var17_hace3	saldo_medio_var17_ult1	saldo_medio_var17_ult3	saldo_medio_var29_hace2	saldo_medio_var29_hace3	saldo_medio_var29_ult1	saldo_medio_var29_ult3	saldo_medio_var33_hace2	saldo_medio_var33_hace3	saldo_medio_var33_ult1	saldo_medio_var33_ult3	saldo_medio_var44_hace2	saldo_medio_var44_hace3	saldo_medio_var44_ult1	saldo_medio_var44_ult3	var38	TARGET
0	1	2	23	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	3	0	0	3	0	0	0	0	0	0	0.00	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.00	0	0	0	0	0.00	0	0	0.00	0	0	99	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.00	0.00	0.00	0.00	0	0	0	0	0	0	0.00	0.00	0	0.00	0	0.00	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	39205.170000	0
1	3	2	34	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	1	3	0	0	0	0	0	0	0	3	3	3	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	6	3	0	0	0	0	0	0	0	0	3	0	0	0	3	0	0	3	0	0	3	0	0	0	0	0	0	0.00	0	0	0	300	0	0	300	0	0	0	0	0	0	0	0	0	0	300.00	0	0	0	0	0.00	0	0	0.00	0	0	3	0	0	-1	0	0	0	0	0	0	0	0	0	0	0	-1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	300	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	3	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.00	88.89	0.00	0.00	0	0	0	0	0	0	0.00	0.00	300	122.22	300	240.75	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	49278.030000	0
2	4	2	23	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	1	3	3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	3	0	0	0	0	0	0	0	0	3	0	0	0	3	0	0	3	0	0	3	3	0	0	0	0	0	3.00	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3.00	0	0	0	0	0.00	0	0	3.00	0	0	99	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3.00	0.18	3.00	2.07	0	0	0	0	0	0	0.00	0.00	0	0.00	0	0.00	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	67333.770000	0
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